{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-2.0, 2.0)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "\n",
    "t = np.arange(0.0, 5.0, 0.01)\n",
    "s = np.cos(2*np.pi*t)\n",
    "line, = ax.plot(t, s, lw=2)\n",
    "\n",
    "ax.annotate('local max', xy=(2, 1), xytext=(3, 1.5),\n",
    "            arrowprops=dict(facecolor=(0,0,0), shrink=1))\n",
    "ax.set_ylim(-2, 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### shrink=1，收缩率，默认是1，即不收缩\n",
    "#### xycoords='data'，即使用系统坐标"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-2.0, 2.0)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "\n",
    "t = np.arange(0.0, 5.0, 0.01)\n",
    "s = np.cos(2*np.pi*t)\n",
    "line, = ax.plot(t, s, lw=2)\n",
    "\n",
    "ax.annotate('local max', xy=(2, 1), xycoords='data',\n",
    "            xytext=(1, 1), textcoords='axes fraction',\n",
    "            va='top', ha='left',\n",
    "            arrowprops=dict(facecolor='black', shrink=0.05))\n",
    "ax.set_ylim(-2, 2)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### xycoords的取值\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在Matplotlib中，textcoords 参数用于指定注释文本的坐标系。以下是 textcoords 参数的一些常用取值：\n",
    "\n",
    "- 'data'：使用数据坐标系，即图表的原始坐标系。\n",
    "- 'axes'：使用轴坐标系，即以轴的边界为参考的坐标系。\n",
    "- 'figure'：使用图形坐标系，即以整个图形窗口为参考的坐标系。\n",
    "- 'offset points'：使用相对于指定点的偏移量，单位为点（1/72英寸）。\n",
    "- 'axes fraction'：使用轴的分数坐标系，即以轴的宽度和高度的比例来定位。\n",
    "- 'figure fraction'：使用图形的分数坐标系，即以整个图形窗口的宽度和高度的比例来定位。\n",
    "- 'pixels'：使用像素坐标系，即直接指定像素位置。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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S1b5RxcJd6SzfUlOH4elAxVYchMDtcG8nIk3jaB3GXRAAARBYHoEBosrN3TIDktaZ7czC7Cmfbv28KTM+FZNjP48ncyWd6gUjX42SdQJTZCuBeUVVXJ9kIfd/ZEEvt5yIvPAXvt1pru/tbG7tzLaC/KIgumUvLWain4oMXrPnTY80tQ4ObQ7PJaoyZ/yI4LyV0UGpztKkz0pPQKQiHSdAkvHCmiwdU+pFtBRvQxQ6RVVjPiSTUeaegdwRAgMt67u5yzyVqFITTtqXxEOcggAIgMDKCAwRVfQJW2Zzmu9me/RfP/mq2VNN66pA6FKy2KiKPDnmVehKWHUwgXYQmFNUqeXKCgKKpiz5rmneO9TaQkSeCuX1GSVGrKuWQJUevG9hjec7EFZkDEiP2HrIPadIgmohh23HVUknDrS2yA3GvqgOSoDaPwxwVodHgPLBIxoMnqRO5gSIf6zYLwripI6doMj7kozZ4JvX32kyBGfoII0vTyM+BGZo54WDHfI29Yrw2tyQvmj3cAwCIAACqyQwSFTFeY0mOJpJg8zSE6KaCkvrSjJBqzWAJ/p8zTAzb7oYrBLWWrQ1sqhi+GHtjwfpOspxCdtR1/wWpgQ35IlZ/pN9I4/X5oxYkLj3T49y2hhFSMZFSRSCm7alk9z5E1OdTBV+tCaTLrhHYPJpROshd5yokJSA5SNuR09414p3yNqiEJzxBxpFKl9ad91S97TC6wyBKdCGtyCqZN+RqffZEUy7LOhwHQRAAARGIzBMVMlTBlqZ3NTv1VVYTfWU6me9dF2BqFrqbD6yqCpuJjVtCcgaSc/+3PNBt64bdaKW/6JxKxrSNduY4mEgjWZU80Xavc8Utze0ksiqL7xT1UApa7QDSDeBwqCj4dkahXQG0V6NIqp4fugKgYldXliTiZ/oskixUI4iNe1aVh4FQAAEQGBZBAaKKrcKXuRnf27NYDl1yW9cOS/1VKiP3V03A8ZPlt1rhpl5lwWimpl3bFFltna6KFHhrYuX+dkfR8ppoIvx3Tu7MVMwTvmgFsgF0qNgPNkb00qi0DXnfPw/JrWu+lYLFqyJxkobpYqiQUsqMyXAZeRxoQwH03qfKEjFkleDRVV4cy7OCe6jVFcIzNBuxZs//hPPGXVeN+1gS0RwCwRAAATGIjBUVPHH31Pu2Z+btujtmS3ZuGK3jJDifan4XoU7lXeWyQJfiRqLlz27uWVmXsyVHQR6iKp0qetYRM2qT623fNOKTW1txWdqvMCf2lIiwKSH+7pfvMttaVG1UHpw5oQ3qJyeU6ddL6qn8iVfuXVfmKqWF7cuzwqv87uEDxlOFgaKqvK3/yJDrz/ao5BmkZZ6Hflg1Awz1O82JcyTU0YaQ2CGdjve9GW72xdn8f8QajRl2rWx5krYAQEQAIFOAoNFlVsF9WsfNB2rrQW7FUETHK+L/n2TrYt30mXSzbN0n6UVzbNhyeH50cy8mDE7CPQQVX5VJuT8alT3IuqWRh/DsK1S8oRLpgu8eVtZCxG24IUUW9+5Lo+Yg3EvO+ZNj1Cd7GvHki85FodKSF2u2LXquz9/IJT0J4fEOA8ZV262Z6Rb3gSrlvwNNhsRPR6pre4oBLz+YCFRtXM9gMohey0rWEwI2E9xPu87XVHlnWz1s41u0c4/adcS+DgFARAAgeURGC6q7OfU5XkGy/MR6CWqEEQQGIkAqbFc841kfL4hgFogAAIgcFwEIKpq+1wLUXVcY+lktgtRdTLjjl6DAAgUCUBUQVTVRqCY6Li4JAIQVUsCC7MgAALrSACiqjZJgZ2qdRyH6+szRNX6xg6egwAIjE4AogqiqjYCow8SGAQBEAABEACBPgQgqmqTFNip6pP3KAMCIAACIAACoxOAqIKoqo3A6IMEBkEABEAABECgDwGIqtokBXaq+uQ9yoAACIAACIDA6AQgqiCqaiMw+iCBQRAAARAAARDoQwCiqjZJgZ2qPnmPMiAAAiAAAiAwOgGIKoiq2giMPkhgEARAAARAAAT6EICoqk1SYKeqT96jDAiAAAiAAAiMTgCiCqKqNgKjDxIYBAEQAAEQAIE+BCCqapMU2Knqk/coAwIgAAIgAAKjE4CogqiqjcDogwQGQQAEQAAEQKAPAYiq2iQFdqr65D3KgAAIgAAIgMDoBCCqahNVo6cIDIIACIAACIAACPQhkIqqI/ysOYH7H/1tzXsA90EABEAABEBg/QjsHxxCVK1f2No9hqhq54O7IAACIAACILAMAhBVy6B6zDYhqo45AGgeBEAABEDgRBKAqKow7BBVFQYVXQIBEAABEJg8AYiqyYdouIMQVcOZoQYIgAAIgAAILEoAompRghOsD1E1waDAJRAAARAAgeoJQFRVGGKIqgqDii6BAAiAAAhMngBE1eRDNNxBiKrhzFADBEAABEAABBYlAFG1KMEJ1oeommBQ4BIIgAAIgED1BCCqKgwxRFWFQUWXQAAEQAAEJk8AomryIRruIETVcGaoAQIgAAIgAAKLEoCoWpTgBOtDVE0wKHAJBEAABECgegIQVRWGGKKqwqCiSyAAAiAAApMnAFE1+RANdxCiajgz1AABEAABEACBRQlAVC1KcIL1IaomGBS4BAIgAAIgUD0BiKoKQwxRVWFQ0SUQAAEQAIHJE4ComnyIhjsIUTWcGWqAAAiAAAiAwKIE5hNV96+e3qSf01fvL+oA6o9PYA5Rdf/K9ojRvHGe02Nz98b4nZuAxTd3fffe7HTmxu7m5m53sU47EyxAXdu+svIJ4C9Xtze3r/5lgkCW5xLPt+fLg4nGWsOthRwai/NYdjo604aooypug8CoBOYQVUjfUSOwBGPHK6poll+62j6mFf3o6IgUVf9FHaJq7Pxe0SI9tttHR/S5Zc6PGW1TLkQVh6oN0fixhEUQaCYwXFTRpFbrh+9mTmt1p4eoShf78XaqliJ3MveW0kqfILdLxqKf2KnqA7apTCoaIKosqZSPvdv/LLUzFuex7HT0BKKqAxBur4wARNXKUK+uoRMgqlYHM2kJokqArEjXLmuxl26sw+82xZDymbc/qZ2xxNBYdjr61Yaooypug8CoBCCqRsU5DWMQVcuLA0SVsIWoEhJL/92mGFIxNK8zqZ2xxNBYdjr61Yaooypug8CoBIaJKhp46oeea/gxwzkdXlyVN3nL7/Oau/1fTxm131UbaxdVSRDdW67y3IpWSv+Tvv2qbjW8GkJG1A+/xUy1dt888o06myYBskfJ5u721bfpcbP6cQmTr+jaPfsCtUzrquPtb9D7ZPaNBg5kR/0k740ld/17V777ikya8OqWdTtJUYNFQ8sJ51ecrTIiwqL7wh3Rb6BTgQAhekXWdDGeCoSPMjg4tainTMl22b+QNFY0Q0dMKyo6hetZl4/MWu5B6UxIONiBoxJSB5Q8s1lxg74YVAgBlWxplG4pB7jHeRfca4ISOPrNo6MH5xb/A11ZIGQGCPZjCX3LcjAhsLeGIFJN4RAElk5gmKgid3jKiK+J8NjbPq0mI5po4qLFs0O86yaLUP3+ld0T9kWepUeUZuSP/tbVDM2tIQpqEpfAcZTjkmlPeTKVkmlLyazNp6e3VVvzpIcszKEx2wpPvom3cRFi52mt8N/C44UwXWzEsiscFzBqSK9MpYVK6rqJ3ljm6kp8JOjMqYUcjdJRC7SccH7FL5xlREQvjlB+E193mawJOu0UtxK+/cchkGKGsOgDSZikm8mpX0ejP4QohsPPP2NFs2k6arhuu+zjEt3j3NjejglA5UPysE2B4NRYKGnoOZFhS27GVnQMvKg63dBoEtnWl+UHcjYhdjkj0bcOugEVU8hWbOPQkvPDEFmHcAYCyyUwiqiyH1hTh9WkzAOsPPbSWjifn8C8oiquZDJZ+z+ZwauF/vMZ+eoSvE1u8bqiF8VQ0B/0Sg9akMIKRBV1KzRNR7ngzOrlJFm2W7/Bly4t2aeIDIXpT9HPXBP4IZANB7vuGsv2REFjFKaJwpV2RBomLVfb53e3w54KkQwLvPZC1+KVUkdZdY071ZpauqJf+GP5NCIjRlM5qTuWfm6M93SX3VXTcXI1YaWaMMHV+cmWYl5Rldh9d5PEmaUUnGpt1LjH0rzVjm6inXOL/8EzdzCWHc5qNXAGIEo8wikILJXAOKKqoJN4LIU9ZbfmmWllqd062cbnFFVGtehvgOsl3JFNJmuNO1l4klMpOTA9KHOMe8osmUpmWKu68gLceiFp9cQtniZLUVz8YoF4VPTTNhQ9zwp3/b2GEjSrL50nsQnvWU6AbsRi1Cm/oN7YJZh0y7ldcNIbjdXDIx5/xxrPLdAVLz6UkVDZLtjKNy6R92XeaCo3Qtt00HRdE5MKZiCkrlKh2EFtNi8Z7tKBSXW3TxkCJC3L79xUU6OlMImV8BgxXGjlnDca/A8G/MGCdji4hXVkCKLUJZyDwDIJjCKqkiWN5hH1QCFOKzQU08GwzM6dVNsjiyo7r4UJTpbhhHIMN9+g01xVDE2PbKVRrdg1WLxRBVqndSnPv7mn1tt0SWvP4aKf1mB0jEwVfpLR5BykWkVobgXNmzBXOhFRAd6OenPXjVBZNUk0pLuAHlnsiH9imPUlfpSyoz4uwEXg1lvxRAI1XjSbQtl0XYsV8WY+UcW1MlwuBKXWTSvStIQhCuJwR4VGEc6SM5SngyGc2/w3Rv1Gr03p6FK7ncacH4oodQnnILBMAuOLqizj4whvH9XL7ObJsj2yqCrv3zQhjeHmEnSqF/j50iPLHNVKvspSw60F4rSe9CL1lm+bJS3z31go+qm7rx3LChtT+iRrVPWuEJ2sF70QUZjo2Z97Tcqpq3JF55ryoa0Yb/wci6gqkDESuYl/03W3Z2klZpYb+gkacYqxILPycJACmpb0AS+1blrRiVEQQ7ZRVYCMWOeNpdSlPKZ0xY/ltLCxZE/mtdOS80MRWYdwBgLLJbB8UUWfO2Uw28+gy+3ZCbY+tqhqm9MzzGqtpXtxUXEl07myX3pk06huRR+LOzrTWqd1qeB+l3qq1hK/RFmJoC0U/WwSVf3/OHsbtIxwzlwrueitRsTvC29fucrP/riIg3bFb1zFWvFIY9fHsYQ7ypjo52sF4NRZ9TyXTrX+GDGahoByu+m6e6s6dSa6x57b98+UKeIgokofq4b5UFXxtzgDDQRVp71RKkgGd2+4/6qKyeEgzm3+J3Zb49Vih/zRA438b15HWhElHuEUBJZKYHxRxeMk7PfSbBsHg9tkVjMmvv23jOj2EFXpYkZR01NY8maJntHY4xvn7eIRu5Gsr3SqVcWc6UEOhKTyWi1+7E7c4xk23m2d1qPj7iidnTmB1TqazvVJ/ZKfuvtW33AUZKElS3+5uhu+T6cst0JLCZdEVfnbfxGRC7f5Ehn5tn16W5dRHqUhYA91oO9fPe+/2TAstTiUOtZsWSXb6NFUeRWmI1YqMd/CddtNF75EVMVT98J7EEO2I5xXesS9uSt5kmRF2oqNgvseXGOjXJja2j69HTxJLLhT6174WzmqLA8NcbLFf1Wl4/GfzyIz8wgH9ieEgJsLosqp2zhwOhBZh3AGAsslML6o8p/m/RsDuzf4k7Semt3E5O/raWW5PT1B1nuIKr/KUhRYMVBQbCxKk6wPmlbJGVaewaMyoFOZiH1ZXrGcqf7pIfOmXwKTVuI37b1d/f8wHrQMk49+BnemdOr63LagLIGCn7b7qeeKRvbdMWVaFUug5YTzK2zI6UWJofXKA9SddeM0LRZdSjuSvFkVKnanlhdS7Nn5G9kGHjXEPyytRo2mvJbuG9BDwHXf31ARV4HYvvoXDrdobrp1/oaumPFU6tArg0LT/rsR/k7aSowAH7U36gp3hdKVGso5pDo7qhAZD7vj1WhHoU5yXh7j9kNk/MEJCCyZwHBRtWSHYH5xAr1E1eLNwAIILIMAaSwtPpbRxlJsOn2zFNOLGc117WL2UBsEQKCRAERVI5r1vQFRtb6xgxqIvJEAACAASURBVOckTZq2PaZNZ6qiKttTnDZGeAcCa00Aomqtw1d2HqKqzAVXp0fg/hX91/bdO+zhTZrpudvq0TRFFT/7W8udv1bYuAkCEyUAUTXRwCziFkTVIvRQd6UE9AtV9IrMGi//UxNV8nbXGiNdaSqiMRAYgwBE1RgUJ2YDompiAYE7IAACIAACJ4IARFWFYYaoqjCo6BIIgAAIgMDkCUBUTT5Ewx2EqBrODDVAAARAAARAYFECEFWLEpxgfYiqCQYFLoEACIAACFRPAKKqwhBDVFUYVHQJBEAABEBg8gQgqiYfouEOQlQNZ4YaIAACIAACILAoAYiqRQlOsD5E1QSDApdAAARAAASqJwBRVWGIIaoqDCq6BAIgAAIgMHkCEFWTD9FwByGqhjNDDRAAARAAARBYlABE1aIEJ1gfomqCQYFLIAACIAAC1ROAqKowxBBVFQYVXQIBEAABEJg8AYiqyYdouIMQVcOZoQYIgAAIgAAILEqgIKr2Dw7xDwRAAARAAARAAARAYCiBo6OjzwVtNrQyyk+QwP2P/jZBr+ASCIAACIAACFRPAKKqtp05iKrqBy06CAIgAAIgME0CEFUQVbURmOZIg1cgAAIgAALVE4Coqk1SYKeq+kGLDoIACIAACEyTAEQVRFVtBKY50uAVCIAACIBA9QQgqmqTFNipqn7QooMgAAIgAALTJABRBVFVG4FpjjR4BQIgAAIgUD0BiKraJAV2qqoftOggCIAACIDANAlAVEFU1UZgmiMNXoEACIAACFRPAKKqNkmBnarqBy06CAIgAAIgME0CEFUQVbURmOZIg1cgAAIgAALVE4Coqk1SYKeq+kGLDoIACIAACEyTAEQVRFVtBKY50uAVCIAACIBA9QQgqmqTFNipqn7QooMgAAIgAALTJABRBVFVG4FpjjR4BQIgAAIgUD0BiKraJAV2qqoftOggCIAACIDANAlAVEFU1UZgmiMNXoEACIAACFRPYJio2tvZ3Ny5vnQo12abm1uXbo242F8nixfvNHm+on4djNijRlNz7FTdvri1eery7ZW41xSCeL09+rcub42bG9Qc/cyuNSIV3yiLehRbmZ3OhuYrcOfSKSbSIyWmlTmjJvCqutYxNUnuzRdK1AIBEFg1gUpEFc2Am7O9xlm1Y+aCqFqhqOqIxf4qRVV7W2k6nQRRxYqq9wenVSmPVU+L+weHq+pa83Cgzw+jiPhh9Lrm0mHWIApB4KQROJGiKtvtOGGiKhUHq1o/3HTcvIo4EWOFThqaLHaLjFgy3rIfk7aVcpu36bHsLGF561jIU89XmzlL6G+qm2MTq+pa83DoiEV0dd48LFsYJKrS4dnMc1wnYQ0EJkugElHVxdfOXOlieVjT1NDj8d+0l0aIqmNcmToW8mlnzqjcjl9UjdqdrhmyLLA6a9U0c3Z2FgVAoA8BiCqaTWqaGiCq+uS9K0Nxx06VXrwhqoQGRFWfcVTTzNmnvygDAp0E5hJVPPO613vTt7/VLbtcyduvrlq6ktEnYPmZ7YW9inDgZzo2outSAXqVKt+yptEuP7NrYafKuiFvr/upQTmf9kum2k6gx16gXVRpLISH356R9UNFIX2rRt1qeHeNLOvQMEyN0UM+CLEIH46t8RB0OtA//M4cmaUvMaiOtLxLd7h/YCMe+qViTW1ozynWtpbPE/Jzds0lm3Ms/ToF56H3WffdZkVuJ/kWhW3d+GZu6SYUkK4XcQzY2AVtIX9zP7k7YuYwHNMvHQ6fnD5e5G1+xeHV8OMbllxRf72AO6JyRjLKxkha4XT1EQ3J42cDm7dqirCeRMKuCU1STU1hOMiB8TzPmdRs9F96ZBsSswXnTfqx88KnYEpumSyifHGvtJq+m9RNHMApCNRJYLio0isQj6s4YZlTniXDoLo2UwsAT0ZhhuK5I971Y9VNGVQy3vITXJxNaNZgO2YicCtiaFqmxWhHZoowDfnZJ1QxHVmzwLeLKu6yn6BD92UelOkyiYg9ZVZSUi0k6QvmLo4BKUeBU8XG1BpnI5v6u58hxN5bLq+WfJtm2p+Dw31XOGSay4ToEiszdRqAqLZisu1niZSgMKdJv4xjTODUVkxIZqVP47Fr1HeBOxu6c+vyzH+h1UJozV52MnbKhT4OYXY7nhq3Dx0BfXeczDk43G+eH6iJU1tbKkz5FRHBMS1VNy00kcuhF2yt8NXXBbp2faa8NVnROTVp4CYWlDM0MOQrzNasnaOo4tbWqaitXV9Cl90oC6aSYcKFhST70DLcyI2QkOmH2zuXdgpg01Gmu4xjEFh/AnOIKhlv1Hk9YeljHuRmUjDDXk9kybD037uRr83T3TBDXZttnprN4mQRxYGZCGhR0U76xdVOInFd8Y//TJWsL+sT6XlFVQZEsJsQEAeriiIZc31vZ3NrZ7YVqMagpMX0pJxEv/BklpMqhpLXYy3C9JSdp5ZbP8LqknXNZCkX1ljIc+OtznB9zExMTkZKHqCxk65Gxg01WMiB4HzsKbHVfjaLRXLSlPSEJdYJn9iE9z91gPtoDGqk+phNmdBnxmOvVZfdvqBpIm+UVYId8mpq4vJylwjMZjtBndBIN+kkkcpb0d3Rxx1d08zjKJDOctoUHbCxaM098dkjLdlUDpe6rFIow2X5qJL58KRWlMZqCTFugUCtBIaLKjtm4ljVc4eagvV8QYXjj5vm0mmaQOtxq6YhWqcv3onjVrWoJ4JYIM41djZXFV1c8yp0Jaw00Y5MhRO+Mqeosp1VPPMANSpOhfH6jBbvWJcM+iZ0LGKBOMB09PPX3bLY2bVHB6hkXK21qZ7IY5q2lRuMfVEdFB9sR2IHWZWm2igrTDDjjxssTL6oiuyoVOETZ7h3BSeT4UZdLuk2DyclkBtUTaeF7Wcw41gchmmXnagSSRR6EcQ6X1GJF81GT1Qc6eLOdeV27qS3oMqoK77dvFY2KCig8ceFu+QnmdKTZMwTE4u8xfaKRobKZxXGqGjEttQnpcjN7/VaU8ar9G1UrtvQHZ9CMUCqdVwEgXoIjCeq7CQSphM3X7jBFj7ExHFrh6gfZmaBCbOJW6ed5KLZgYyIFIgG7aop49ZOQNm0kk92dEWMi5H1iPrIoooDFKIZD+wqrgLHEzftKdLOv4DVH45VLLqjHywI/Cx2jaKqaNymR0eU07ZCKoozaikiU4UfuyA1SBOip3K+cbAEAcENyUrslFbethEiLkDl/qqmG2E2eK7HoGsijkTmn7sVJgGfM2y5pcvlJszYzARNtOkghPSjA9I3IbLU9wKo4t+p6ts133Exy6csqop+quHgIUt2xYqFB6/NG8aqd8pgdF6HOxaIbsSSw0WVZDKH3cRIOhVbxBUQqJPAeKIqzFP5sDGzA3FU4zZfqMwCEz/dyjrNs8nWpVthokwMZssw+ROnDBr2mauy9scYl5efvGvTuzKyqCpuqzT1WgLt9hT9DHvq8m0DXMeiM/pZNI0pjpc0qhdpPi4ZX5qoopTuu4qUHAure9YdNVhifrrXYpxAybM3Q+Erlp3Uq2zWujWVep4bVN6mha0p1ZesUWXEfHZyFvJGiwS0ET+cqaEos2bXsuxSiZ23ogy2dC1TTqp3JT/JlOhjxUTeCJQdzbzF9oqpmo/dIX/Su3qGVN0sTJWJ7C71yPWC3GsSrI2ZoPijDAisKYHxRFUiXPTwUNMKY+J5R81uyYdXGqhq2Lvp4FL6GsRlfsCkVgv5xGkmBecGLRtq5sqmlXxqoCt910g7FeqOH8fx2KIqWyTaOuWUrgqNQ33Rb1xx9PViUDCeRD8NTRa7ZJZX47BgPCncEeW0rdaFTUuTNkTld6qiJ9SofgDHvZDcVr2LaqOQ8E0OlJyMTacLeZ7YKQE3NvX/4Eg5U+JfdKy1y+Um7NhUjQafbevU8dklfvbnGHJeXfYbVyWvyu02z1oSGtuu/wDpA1rwM5matCcGS0peyyBpWvrOFa1Q017pAShVVGIYJ8mUVWDGqzZVmn92Tf3UncUxCNRCYERR5faf7Hrgv/1BwzgoJx606kNMMq3wqRZVbnBunYpjm+e77AtBceHh5uK0y6daVGX6j2dY8/80NCvNWgW7h6jSMyzNqszTfE/HTKxJgOihnjzayMhkoaG2tvQ33RL4ifEs+saT0i5jopPMxM0LQEg8tw6pU14SYp7IAhM7lSw/dCo7B66wLsBUYxLSp3z5dl5i2SdkMMV9DJb5rjxddbfkE//1mVyPO7jkLVfRHbk2C8YNEPdAVi2TbD+OrDaY1NCSMqelyw3JqTsbHFPwafyqU0ZkvhBHW32ntmTjKgkQnRIZ2wqzksxP8lYNCtO0y8CYNkmk+NRMTcoTI1+opI0pXbHKSer6RmNY2aV46rY5Y10uH05NN+mWqpjJblNYQbCPI8SxOLJwBQSqJTCmqKLp2y+K/lWKOAv4cU7Xty7eSYaiqbVznU/1SOapXE9wzlpcYJyek/kuLDPixV6ykMvHx7B9RZOOstb9CvOEZ4ceokqFiXtN4dB4PR/FU4UvQEtWa3/KJcMELXOrXg+yxUDnTCH6fuHxayTZ17nhnlBo+8lYDdV97mm3Ke624/pucF66TKZiSkua6c7y6uXTzi7q2itnx4kwV7jQI3/DDBbTF5ux2lrfTnETKsrZkpnQoNMQrHEzRyVYMj+Uk7MUNQM/K8B3dWcZZlYsdLncrhZqymfJEBdlFQv/7FunjQ7iLJ+aggNW4LqcSbNI556t6L8mIrmoO85GrPM6q83k3D3cQneoCRMCzWrCE2bkBidBYAwCw0QV8m/6BHqJqjFSZ/oo4CEInEQCuRLCeAcBEFgVAYgq/eGvhmOIqpO4jq5qvgDbNSAAUYXhAALHRwCiqgYhpSd6iCpNA8cgcOIIQFQd34J64pINqDMCEFUQVbURwLwGAieaAERVts6d6HwAjdUSgKiqTVJgpwoTKAiAAAiAAAgcCwGIKoiq2ggcy0BCoyAAAiAAAiAAUVWbpMBOFUY1CIAACIAACBwLAYgqiKraCBzLQEKjIAACIAACIABRVZukwE4VRjUIgAAIgAAIHAsBiCqIqtoIHMtAQqMgAAIgAAIgAFFVm6TAThVGNQiAAAiAAAgcCwGIKoiq2ggcy0BCoyAAAiAAAiAAUVWbpMBOFUY1CIAACIAACBwLAYgqiKraCBzLQEKjIAACIAACIABRVZukwE4VRjUIgAAIgAAIHAsBiKraRNWxpBEaBQEQAAEQAAEQSEXVEX7WnMD9j/625j2A+yAAAiAAAiCwfgT2Dw4hqtYvbO0eQ1S188FdEAABEAABEFgGAYiqZVA9ZpsQVcccADQPAiAAAiBwIglAVFUYdoiqCoOKLoEACIAACEyeAETV5EM03EGIquHMUAMEQAAEQAAEFiUAUbUowQnWh6iaYFDgEgiAAAiAQPUEIKoqDDFEVYVBRZdAAARAAAQmTwCiavIhGu4gRNVwZqgBAiAAAiAAAosSgKhalOAE60NUTTAocAkEQAAEQKB6AhBVFYYYoqrCoKJLIAACIAACkycAUTX5EA13EKJqODPUAAEQAAEQAIFFCUBULUpwgvUhqiYYFLgEAiAAAiBQPQGIqgpDDFFVYVDRJRAAARAAgckTgKiafIiGOwhRNZwZaoAACIAACIDAogQgqhYlOMH6EFUTDApcAgEQAAEQqJ4ARFWFIYaoqjCo6BIIgAAIgMDkCUBUTT5Ewx2EqBrODDVAAARAAARAYFECI4mqv1zd3ty++pdFvSnWv3F+c/P8jeItXCwSqEBU1R70G7ubm9tX7hfCt8yhVGgOlyoncP/q6U36OX21lG0r7Xztg3o8mG/S9LCk9XQ8L0ezdP/K9ubmbjVr/HGJquZFJYsUhmKGpOMCRFULIEqn419gmvMfoqoleLg1jAArqsl8IsVM3jd6SxNV05j9UgwQVSkROh+8EjQvKpl5DMUMSceFNRRVlA+7b8Z+jRb0LDOnMa0053/mcISCowkRSDN2Qq4FVyiXzLAKd1ZxkGXyaIN6Fd5nbWTdyUqoC4MKq3r+cBKianUZ3iqqxnFjlbl3XDtVeR41XlkljkYn1uoGRFUM14KzWzQ07hFE1bg8V29tnLl+uX5T8kNUjcR40EwyqHDu4NJEVd5U85XVZThEVSkKC+ZQyWS4BlEVUPQ8gKiKoJaZmbGVwUcQVYORTazC6pac+TtOyQ9RNT8/U3PQTDKosGmGTyCqIpNxBtoqVcQcO1XUyfDjH9lIDpHr/ke9d+bv+lcm+f1cs6j4DlMx/6Pf4bU4vBH9qCjyxxET6BRV9Mng9NX7CjjzlHdaC6+1qlub6nsDbCGJBcUrvLSkmogXbZhUznD0+RWQ9pQgA92Wrc/yYrh2z3M40imt8tb6eXR0xJ+oJEf1m6TkDL1YqvqS2lG3NnffNPlv2imYStZF7a2KBVkxt1Rc9PXUMdW6IabH4BHN8uHHvEI7PJd6OdMnNDoc2lufPN7n0F/drv6WgL4eCnOsKY3VXXk5SYeSoMh1RTKNhZRhwro8O6kiRQV8XwxzyQFOe1We2mQO0XPnRuIkVfGp5aMciZmGTHAtyU15e7rAxPbdJBJV4+9keGvcBZdM0QdXX91qmi64oHLA8Kfru2/qcaq7036XDZdRlLuTDDcT4jBWpO9kva13uke7N8gN7bmjw//1QdRTjeRGKFXuBd2mEMjkXBhikplJ8kjXQgPuQPtsRsHQQN9oeFG90Y0SSTcbqKHBUTt99b6hsbmCN+KHiiriGEfCm7u+D9JJ6ZL0x8HnPNg+rbPE2PHsJNhuBhdTnAc+2C650+kjCTVOe4kqpZyY//b26TA4ebTIAPNzQTh1y4wPFkck3vJric8QzmaJo02JNEjUopSke+0pYTOk1bLMQaFBsiyZxtPK9nb84kl7gt3YlYrioaRie/4fJR4yXj2OgnPyeqKKhV8hApz7V7bDsQuNjEczpo7s2JQyDqy4rdt1ToZQ/uXqrnw50aVH+C5SMnm504C0Ty71cMZpmrbQcEPSEeZvzJ7e3g59CetZuBJ6l1eUZPD9klOL2ud5DIQhSSdNYWKz4naQ6cox+Rr1/aunk2Ju/uRcCuWpKRt37Qn3LjpJp9t2Hnb5EGfmJLgMOayXLo23xUOvEgJ23TIdc3MhbWTIxNFnR/GRPU2GjLHdxDaonOCSSRLRxw13O1Dk3Wl2o9D3tt7ZJHQl20VVy/zgBmDAXgioTGJLyvCBgQ4KOGa7CTZHLebwUVueUN9N76JNumVGjW1k1LOBoiobJ96ZJC18z2Ws5nftRGBTn2Yk+hqwIBAcfDHMcaNSqMxYP1El0cmXHPvZV/grSBxQl+jJIsEzgktlE0SqrGopW+6wKKrikLApMcQyNap6mn9Ws3fblqjEaW2ZuxYmayqoP2vSse5L62qUm7I+J17E6Gh/VCEqIBMNX25ag9MQeBsls9omJ4AizP6HwZvso+iKrc64qVaZpdLKc25FT7U6D6kVAzxLGN83Xkcb4KT9SqPQgEssJ7/JJTehGc/Jsd3zuyFA1KjxJ5hRzenUSjItFHcHpq1S1lGBBLJhkpLkj0k6z7OAKg8y46k1M89nMUqcV4aTw8jWySZZOKiYMUIMdWaau5m3XhyEcJQKaE+UG65dDbatd6YiW8xzLzbEPdIhMH6WnCT70gt9nLei77rhpodY9KF0pHtBx40DkFAU/DfldQMq8+lyG0k1RSS1OKt1YugWxj4eKKpc1ub9z2PJsfch0ce+A9TnQFbHw93X0XV3sziNTaIie71ElQwz7rcJh10I0+zk8jqzTd0Yyjwl9KKY0k5biXakJF1xPg+ynBWOdpx2NBxKg1Yc8L95XQm7+yrD9RxqZvO8L2rwJ9bz6ZgK8PSnZRnzD074LhBDO5d5IWJnRh073bqzaXtRRmQkY6YDTD5Y59MoF6ZI8Sgza0JTuKukhg4x2SvMP66ZNn/yJuhKnPryuuJ6/F0ME130Ux85tntDpWiaKux5iLNMmIZwWiW2nnU845D3kWonJPVSlFlIUaetm3TKXY3VFQSxYbopF8PvIts8KNpI291OFJxFpjvsStGNbBS39S73yoQgdNgfFEzF+aGzFxF4aWiPlOEFBRPbbfU/7SydWz6F6jrEDt3ubvgMIxbz3JM74/8eKqpkauOBHifrvKt0RR7o5Hft+pp3OMYgPAkK1saHUJvFMUWVjmPkxFOJzLYxWLqwFR/ZwhBt8ZEdOS7oYt8Vja0MspzlXrRTmlZalnm3NsdlVXc2a0Ut5IaVdNtOBHKVfuemrKgi/5MPJFEXxileqb3AXh1YtqF9Z7zZvhRU6242j6ddizM1E1NOyGHJmcyszDxcOPgpJtxvv+bRXW1TeSsd4N+t/uQOxI5Q7TRjjWWZtUQGme2fYJkOyE+KGpfUNulYPQMyVKmDSknHeThxgjsY72appeyomgpXSjIxmO7eKSOlTE6t6epDBjXZKQ8BDdA5o7m13e1EkQ/MZjeyUdzSuwwp+a1CYJlmlvl2yMzOXugCIQ9DE8EOX8lxhYJ00NJ9uqUHYBroVJvadk0r6UBrISn12DH9EVS8tS5J8fF/zyGqvBMMQn/ksqR0rmSDOfmk3hYDF4/zN1xzcYIYH0U9FscUVeXFwwoFmQIoRmGBLwS9hXA6gNtSYpDlrDBZFieNw5LXssIl3touJ/sfWStKVBU+tyX5b1rKTWnxJ6hDFd2dcFGNzRRsKNN24GYunoNKiMyknxWgFoOY6NqpavQiM+tFlbNcuhtNpclTQsql2+DkTdCVnjtV7WHydymj3IRGls/fUI/OjQgLrkaqoUdkKl0/IggqJp9sSyon7yPVVc6XSCqDerGMrcpRcFIupNZ09aywVMp+K/fcPTUE8oDqbGy724kiFVVtbmTSp613uVcmBGn/S6aC8+HA1FKuKla8vyUzoStP1WM6lRwLdpVNd01bHhpo225owxs2r9uWum8qsGPb6vWh6N70RZXXqs7RvKt0RYZffnfoTlWY34NNAxInhsCooioTE4meoJapzPaVG1aO6OnMuFc6SQdw27C0yVOypq5luacHPw/m5g8Dyky+g8V1mzNc5X9hyqCRb5RHbIorxuWTbqgQpHMZcQsaMRqRjyKmrr7ddUw+uwk3bZFqpgzN1JzGXXVfdaSPA8nrPgqpXvhzS1nypC5JlTZ/IoFQev4lJwkTne5e4Wd/zjhB3r3qN67okiZM52nCFEecOBp+a2IlUVXEqJtOSSYGcz9D06XmUmumelOMtEU+ThNSs2Ww6m8I208vrXdTs9SWRtElqrQbmahqm7IKSUjtJskfMAybH9Je6B4tL8MHBpoJRDEXuuoOkqjRqZ0edXm5W0zUiYqq8K0ZDlbsHvWheXHK79oka40BZ7bg4GyTlUzDxLEiMKqochOE3s7l6UMi4prlhTN9ocddVJuL96+eb/ofkKUzS3tKDLEsw0z4kGURAd5tOXVTcLgrNfxvzj3ZFeBBSx12M3ie4VxA+s7EklaapgZvOY4mbldO+W6YU/iWdKdpbKbr8dGN89IL08MbuzGmJhzGAf8sUvzRu2jCKU4LfIUhS4t9nXGviUjXyE7CMJuIVffJ4dgXdiJpNxROrtM66l0lt2PIyIjpiFa63IL5T0uYuNyN85vbp92zP1fvxi59L0/SKYXMfbcJw+6pL+KZ5uXEJGG+0lOx9uCmJBODieyQZuV3aejZuJB9gcx4IwH6PFCcLtrYUosy6JwX2of2ux0orD7zs2J5JDLX0ijQvqneJUnIp+2iSt9NIpicMtU4WlPgAt/BGivDqZXegXZxVztkkj7+t5mLZBiWSaa9U0LNdi1pYuTTgY//OKHDewwhpVIVn2xmUK0YV+6BznUjm1z/NJ0kQnSafIljZCZrb25kUUU8KF7hJ8Y9oHKJYQcS3fQThK9q57tQmQ9CSTaSBD391DjEsgxa//lGpxbdSv6QSd6F6KZbyLkv8le++omqBODuDfuhIrYQP99r4KJIXLkAiteP2J2msSmDsS18ZFm3mM6JgSEbMf54hrEPZmjLJKiqtPgZjcizCdXZZJr2KRF6pSbQPHnIsGlXTUfmevwQnPUrEVUqt4s5ozzffZOnOL2A8V09HMhnO0nyFde9YsJwvLRNRc8fctdiK3SqOi7lW4KbkkwMdogqUcYiB1NreXUFLX5iET/jb1XMsiUmsb9UQWdj+10q3YJC3/UTYKMbxlScLVX5tHf6ln8QXIgU2fVB5Oj75FeDi0q09YJCIDmzvAzvDLTmvH3lPp+mveCu8H8CnDDQwhU3H/EnW2rUpDcjks6q+a25odjkQkcDRdVCbaHyigh0iqoV+TH5ZvJpZfIunxQHEZquSOcSoasG7ldAoEEZV9CzaroAUVVNKGNHIKoii9YjrNyteI7zJkLTTp/4qM259sK4Ww8BiKrJxxKiavIhGu4gRFVPZli5e4JafTGEppU5bVPF50qtRXGzKgIQVZMPJ0TV5EM03EGIqp7MsHL3BLX6YghNA3P/Mg0UVQOf2i9DVE0+whBVkw/RcAchqoYzQw0QAAEQAAEQWJQARNWiBCdYH6JqgkGBSyAAAiAAAtUTgKiqMMQQVRUGFV0CARAAARCYPAGIqsmHaLiDEFXDmaEGCIAACIAACCxKAKJqUYITrA9RNcGgwCUQAAEQAIHqCUBUVRhiiKoKg4ougQAIgAAITJ4ARNXkQzTcQYiq4cxQAwRAAARAAAQWJQBRtSjBCdaHqJpgUOASCIAACIBA9QQgqioMMURVhUFFl0AABEAABCZPAKJq8iEa7iBE1XBmqAECIAACIAACixKAqFqU4ATrQ1RNMChwCQRAAARAoHoCEFUVhhiiqsKgoksgAAIgAAKTJ1AQVfsHh/gHAiAAAiAAAiAAAiAwlMDR0dHngvgbWhnlJ0jg/kd/m6BXcAkEQAAEQAAEqicAUVXbzhxEVfWDFh0EaCKJKgAAE+1JREFUARAAARCYJgGIKoiq2ghMc6TBKxAAARAAgeoJQFTVJimwU1X9oEUHQQAEQAAEpkkAogqiqjYC0xxp8AoEQAAEQKB6AhBVtUkK7FRVP2jRQRAAARAAgWkSgKiCqKqNwDRHGrwCARAAARCongBEVW2SAjtV1Q9adBAEQAAEQGCaBCCqIKpqIzDNkQavQAAEQAAEqicAUVWbpMBOVfWDFh0EARAAARCYJgGIKoiq2ghMc6TBKxAAARAAgeoJQFTVJimwU1X9oEUHQQAEQAAEpkkAogqiqjYC0xxp8AoEQAAEQKB6AhBVtUkK7FRVP2jRQRAAARAAgWkSgKiCqKqNwKCR9nD/4IN7H9189+7vb/4Z/0BgmgRuvnv3g3sfPdw/GJTbyy58MsfONGOx7FjDfn8CEFW1SQrsVPXP/of7B+/efu/9ex9++tnf+9dCSRBYMYFPP/v7+/c+fPf2e9PRVSd27EwwFivORjTXTgCiCqKqNgLtGa/vfnDvo/fvfaiv4BgEJkvg/XsffnDvo4m4d8LHzqRiMZGUgBuOwPJE1fXZ5ubs2sldsI8rw45/p+rW5a3NrUu3lhl6aoJ+ti7eWYTzzXfvYo9qEYCou0oCn37295vv3l1liy1tnfCxM6lYtIQJt1ZPYA5RdX1WWjJvX9za3LmuOgBRtUxVcdBovH5RxYpqFL3++5t/VhnbiBRlQGAiBKaTsdPx5LhCAwLHRX7i7c4hqu5cOlXah7g2g6iaQrCrF1Uk3zdne82ysn8UMC32Z4WSUyAwnYydjifHFRcQOC7yE293iKi6NtukJ3pOVNFGFKuoO5dObW6eunybRRUveE5yYafqeHY+IKr6DzlMi/1ZoeQUCEwnY6fjyXHFBQSOi/zE2x0iqnhvYG+HX2ZJtgoK77hAVEFULYVADTtVd1/94plzG+7f7NWbi+26vfo9MXXm3BM3UuYPfnPh82fPbXz79buhFdf6996a3Ny0Esdu/vSbnvyZcxtf2/nS939192EKLSUzarxS4yEuPQ6ms5A3e/LWT//h2//i/j09iRy7+6/f8/78ww9+2wNyzwA1E+hKp/F86Okqiq2SwFBR5V6oot0p/VKLf6Hq2oy2rHzGWFHlVddsj7a79NND2egKeUYF3MMdvuUk3CZvhkkZau7U5dveZrDGm2e+fNYQb7OJsXEeHq0yTv3b6rFT1QX2QJH078lxFfPO3OF+07tNdD0E5XDfkbeJkQYizQqalUi+x1punlKOkYkQR9sj7ad3xhdIXmwfb1r848vf+uaj3+gtj+ZcpMutTFlUvfUfL3zxqedfvNtvmVm9qGJd++grbz+QuaU80OaMV79etzdt7/bKWD8x8iBLR5ByyRbbG/hUvcGT27/88rf/ZRpaKg3lf/7gXyCqbDqliHB3DALDRNXti1t+Wbp1eSsO1+szWd72doLYUqLKjV6/1NF1tba5ZTKuwbSUupLXZmkxWSxZVG0pB/wCH8t7CSVm7Zq9txMWYzXFjEFzCjnaLarawWqxwoFzVPP9oZLoYZ5US5NX4VYGvWzymZNkRbNiOzhMPTHZdbjvFGFITnZmq/gW4MFhw8IwR1a89cSZcxuD95yG1mor7zZg8p2qQk6uRLu4dlnwfXOCosqBenDzJ4+dPbdx5qUffNIn6G38C5yXMKV0ZyxPffKJlz9LhLGg/THF3JjSn1K6aTR4QttUP/3P7uqrwWVagajSCYDjpREYJqpMjnb4JKIqXfPsDgRtbs1mp0pSzNr3u1N8kZdVWbb5SpRiUkuX0XWHdGGSU4N0sKkj3aLKWtBwNDRnXymnRPckp4oV6xj6kwo8cUelW9h8ika46Sh2k1Pd2eRWHnqzhcbpp33QpvKFgUTAdy49+9wzG2efe+Lnrz/59XMbZ5978sYn+weHekNo46nnn/jlbTbFC214lucO/JM1vvXSaz/+t+cfOXtu4+wz//jDP/zVwC8t0g/+8PJLXP7MuY2nnn/y1/e6WvHkC6KqaX/FXSfH+EHYV3ee+KVrRQXR+Hm4z1W++P29F7+zQ8/OdJUbr8SnaV997rGX9t7hp2kGl+fzyqvB7Idv73xrh7DwLa8FvWM/uZC3cnB499cXHnvqGdf6l3749l/9M7vPbr4h18lUt4CzoN57caZqleEHLGm8fvF/ntk488zX/0sKfPKrx8+e23j6R+9QNz9546cvfeFr8cnsRng4+8Gvnv0WYzxz7pFnX3rx95RdkmCvvPzrC49xrUe+9aM3Hohl4ZZnrM7n/YNsR5nzXzRWsEbFkkFB40g+G1uboZY5aPCkQVT96bXvh2eCX34tPok+ONzXt/ROkrr+/X91Y00cULfM5hPJpuYnjyVRpZ4Mflu38tun6TTc1bcCnAYC4qSELJTHwQkhsGxRRaum/VagW2v98rm3Q2M7rothPZaM5KEuD4tkzCfLqtucSOYIXtFFePHqnrohTVQW6Z6iqhGs/VyrUVOVcJeQRg1kGLogXqM/JWWDQslg53e1BpjZvzDphya0Sy701uahWVqM2XS+y6fFkhQ4t/GdvQeJqKL1e2fnT4f7B12iyusJt7iqBZjSL12k9x/+cedZswxvnHnu67+TksbUuQ37UpTVCtzTdlFlrL3w8r0UTgBOB9qUryhVtKjiW1/44R9FIiR9EVH14K0nnjK3jKjSjp195VUWTw9+c+FRff3MOdfK/u8uPWKuDxNVfqfqny69cXDYDD+QyeL1px994UwMxIPrL22cOfeln7NCZSxf+fm9BweHf33jlUfOnPvS6x8TyQe/evyrpu8bZ1+4wPDz3PviT98zUejcW83mz/LcWBoUdliFLjcepGNHCxqvbL73Sxogh/sHt3/5dBBSpLqiRmF5VNjZMtf7VSEHVIv5U8hMVLFmCm9ZmVZ++zSLM6f/yJlgOQJJCVS6oCQZiNNOAssVVayG8qU3LK7yJ69khaaBLcs2D/IoyPSY18Woh6U5wogqKdPgTxwnnbymX6BTVA0AmzxrozB5nRp1cD6VcDgItYTSQwvXg0h2B/6pbiKwRBBn9nUmlEOvP69To42m8mmRF7adnZt/fP452sB4/s98kDzXe/jxj1+iLRMvBcjDbLkNF8/uPPnGe7Syvk4r7sYrb6sUymr95gKV2fnJW/Q06rN3/t/ztkpWXsEpiCp/N6vlFNJT333xdx/vH3z2xvdp1+Sxn6Xrt/JTRFVXFacetNpjnqnQca4++t29d5KHbs6xs889+euP9x/efj7uIX184VsUjmfJ4cMHf/oRvebvguKIPfvKizdu/zWxpuDovrjWCaz8833vgF+M8r2X//nchld+fPxPl37hVCALrK/8ghz2ourndHzzZxTTR7/3q7ufHu4//PjH33suwPei6huvvvPp4YNf8/6f1c37naLKfXpMxlf62cZ9rE0HhRlWDeg0xnzs8N2GnSplkPSKvHSlj7VxkjtSZv/gkE5lf6upSno9k1D76RV6/SvKu7wVaXH/oNypBgJVrSY6KDjuSWC5oor//kK+qyzLZ3yxPb7/7vc2Mp2kxzwd6wU7K0ydVwpAseCmm1dZVXJdx0aHqMpYtYFNRBWLFQ5QkMUlSl7H8CalDhO/7ZTtKikLJW2dR0Q73G+nKl0/gs18WqSFjVZrfipkDg7/+vvXnvjGc+GJVV9RFQSZUwxmmUzljlvv4/5EWiUtHzpCqzV/qU3pvAA2q5WY5T2V2Kha/6L9lir8yOzz+jmX6mNRVPHFnef9NkbwU6SbVFd13UO6KINID3mw9JTt87L388jsyqsfKoOlvhhR9dTzT/yHfybbBb8oqg7d7tTj1z/Z510rv3/mdqS+du6Rr/Hzyq8999i/+e8YcqeUHFfwVX9TFCEQecaGW3Tgh14HgeLcaIdVl4VGeVfWH+E5mv1WYCprQl9IIYUHee7AS5ymKtn1fHspFVWZq6pAKtFKidQRi1KV0EEcVExg2aJKnsXYR0VOFV3iZ38M1z3uuRz/Vnu69jsx5De9XHX5mqE0Ia+xu2jx463iatoqCNZ/JAwUVe1g07fCHXn6opBRS3YKjjN7oqu4LRsmO7RcaDoCZGf/kk2dPNEZ6yQHOp8WaWEzWkrU1Yevf+nsuY1/fvXmp4f7n9y+8J3STtX/vvLGp7oVVjPP/YTesPn0ntuT+Py/06Mx+ZfJHb1Z8vCzt3in6pGL75jyaSve2mBR9dKvyOwnf3x+h8TKV37p3+yhl4F+8M2NM8/848/UiyxOVBWqfHzh2+c2zrzw4nuf7T/87J1fvEQP40QVyUPAnWd/95l0gbx9699pb6xxp0qqK5Hx3ovk5Def/S96mqZNheMHH/zh5e/Sro/ZC/zknWefe2bjq8+/+OdYqxFUB/yyqNp/+M7X/4keEP/ihzsbZ1/6gbwF9c4PdzbOfPfle6bj6U6VZMWXeBNL9XdeUcWfW+wz99jxwKr0TNDMA6pksTpdzMcO18qUysEhbxHFx2dar+hj3WiyU6VvNVVJryuF5KunV1Id1mc/THvSQKCRmK6L44oJrEBUyReytK7ipU5/J4tXa/2FPl6PZQHmdTTueLmlXYmq7J1ovw3uRdXti7P4v6Ir72DVMxI6RJX7clxvsFbB+I/CW9lbrmaEaB3D+iYqMI6LnvSTb2Lya1tbWzpVskW05FJ8TOwWjPj+nHYmM5VPi42i6r1XH5OnReGxkdoWevtJeeea7npZwJpJ1zorf1wgew9p4wy/b/TJ20/al402QhVyvthKYRfHbTuZLRnvBrfiFJJ27KkLr8ZnZ+J22GMrvlPlqzi5Y/eQRBWRqHpF35J3qu6+yt+5i7f8PpndD9Mi4+7PXwjY3YGvkpF89Pt/iNkod/U+XKOoaoEvdpQP0peDQ9ZP5zbOnnvk/wT5KxcD5K/tPP5zFqlZ3zcEvu6vf4lNkXSd8hkre7qxp5LbbqpU+8F3Lu24P3PDskk+CyXF3Gl4S5JP/eTZ9KA/HzvsTEFU8TaVvLpEyiY+/mO9Vfq2oHmnyk7ObKHwGhZdD9KN3NCP9si3VFTxU8XwarxtMZVoglcDbyBgvS1V1EZwXB+B1YiqoKvCe8pmhBNWt/rKYh+v8PsBWxfv8Dhv2qniPPZCiivsXNdb3DJluHcNittX9YyELlElqPuB1dhd9jdvAQrDRMe4yIZHrv7UxSJ5k11802mQzUq5S15IeZPWZuKMtZZPi42i6uCTt37mHzM9Mnvlwg/pBSklqtR30xJR5cXWM49+48KP35N9i5ZF+oNfPfkN3nE5c+6R2Ssvy1fDHPz4DbjYynBR9eHbX//GzqPukdlXn/vid159wzwya96pcn05+8wXVJUHN199/Gn3kOv5J17/0ePRMc4H1R0vHDkE7llq0CidooreMHv9Ff/tP1YqBVGV/yXPQTtVB4f7ylsDvyVeB4f79177R3LJvjp277UvBUXlD164wJz/+vtXH3+WiZ155vPfuvLjD/zA6S+qmoSOSxKe+mQwxK+GpFOunhULE6wfsI3bxvnY4dYLoopeVP+yPM778mu/te9LOV0lD/tEe6XfCrQKySkz/3wwVtEPGZWiUq2nb9AfkniS54xaqEFU+VyyEyYu9iGwPFElS+xxRaX5w1wfLutbpltULRaRjgl9MeN9XwpZsBWp3rAwjJW62dM9aXf9ssvuIa2f/0sk/9nN11969My5R773lno0yS+tn/muU1H7Dz++8EKmuuZyiTOW5JHaixonXUljyT5WjC99Jsm/aUQtLnnsjNOp2JG5aLdXB4F2Pif2brWiitb+fI5YwtCaWuosV1TxPtPoE3pguOKoLXlahKhag6Ux5N4cB7y3xA8x5c8iiJE/7jx9LrxT9eDeO8/O6O9XveX/ttb8WChjzR9ent+UuOos8D5WtkMc/9pzNnMueeyM1a8l2gEBm0JLRL1eDVUiqm5f3NIrPe9sV/6YrynPliqqlit6lqzYcmJLnhYhqiqfZ52oeuTZl17+kzzYDeKDnyT674rS30R9Lf9LnnlCdl4ZK2P3dsz0SOO6YUeqyaWxPGmyP/3rIDD9GB2Lh5WIquQ1gqETxLGgX1KjSxJVPO0ubfOP5RTN69dWugzffPfup5/9PQTi//7yN//tK0/jHwhMh8D/+F8vhvz89LO/33z3bjhd5EC/UEWvXw3f1E/GziLOrGPdEWOxjt2Hzy0EahFV4QPiiT9YkqhqyaH1vfXBvY/ev/fh+voPz08UgffvffjBvY8m0uUTPnYmFYuJpATccAQgqla6NbKCtIOo6g/54f7Bu7ffe//eh3q/qn91lASB1RD49LO/v3/vw3dvv/dw/2A1LXa2cmLHzgRj0RksFFglAYgqiKraCAwaPw/3Dz6499HNd+/+/uaf8Q8Epkng5rt3P7j30XQUlRtiJ3PsTDMWgyY9FF4qAYiq2iQFdqqWOmBgHARAAARAAASaCEBUQVTVRqAp13EdBEAABEAABJZKAKKqNkmBnaqlDhgYBwEQAAEQAIEmAhBVEFW1EWjKdVwHARAAARAAgaUSgKiqTVJgp2qpAwbGQQAEQAAEQKCJAEQVRFVtBJpyHddBAARAAARAYKkEIKpqkxTYqVrqgIFxEAABEAABEGgiAFEFUVUbgaZcx3UQAAEQAAEQWCoBiKraJAV2qpY6YGAcBEAABEAABJoIQFRBVNVGoCnXcR0EQAAEQAAElkoAogqSAgRAAARAAARAAARGIGBE1RF+QAAEQAAEQAAEQAAE5iXwuXkroh4IgAAIgAAIgAAIgEAkAFEVWeAIBEAABEAABEAABOYmAFE1NzpUBAEQAAEQAAEQAIFI4P8DRi+Nb7FRdAMAAAAASUVORK5CYII="
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Arrow属性\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-2.0, 2.0)"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "\n",
    "t = np.arange(0.0, 5.0, 0.01)\n",
    "s = np.cos(2*np.pi*t)\n",
    "line, = ax.plot(t, s, lw=2)\n",
    "\n",
    "ax.annotate('local max', xy=(2, 1), xycoords='data',\n",
    "            xytext=(0.5, 0.9), textcoords='axes fraction',\n",
    "            va='top', ha='left',\n",
    "            arrowprops=dict(width=8,facecolor='black', shrink=0.05,headwidth=15,edgecolor=\"red\",linewidth=4,visible=True))\n",
    "ax.set_ylim(-2, 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "x=[0,1,2]\n",
    "y=[0,1,2]\n",
    "name=[\"A\",\"B\",\"C\"]\n",
    "ax.scatter(x,y,s=50)\n",
    "for i,j,k in zip(name,x,y):\n",
    "    ax.annotate(i,xy=(j,k),xytext=(5,5),textcoords='offset points')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "t = ax.text(0.5, 0.5, \"Direction\",\n",
    "            ha=\"center\", va=\"center\", rotation=45, size=15,\n",
    "            bbox=dict(boxstyle=\"darrow,pad=0.8\",\n",
    "                      fc=\"lightblue\", ec=\"steelblue\", lw=2))"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### text方法中，boxstyle=\"darrow,pad=0.8\"\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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AqDCnLMASIAAEgIDCEwBRUfgihAwAASAABJhDAESFOWUBlgABIAAEFJ4AiIrCFyFkAAgAASDAHAIgKswpC7AECAABIKDwBEBUFL4IIQNAAAgAAeYQAFFhTlmAJUAACAABhScAoqLwRQgZAAJAAAgwhwCICnPKAiwBAkAACCg8ARAVhS9CyAAQAAJAgDkEQFSYUxZgCRAAAkBA4QmAqCh8EUIGgAAQAALMIQCiwpyyAEuAABAAAgpPAERF4YsQMgAEgAAQYA4BEBXmlAVYAgSAABBQeAIgKgpfhJABIAAEgABzCICoMKcswBIgAASAgMITAFFR+CKEDAABIAAEmEMARIU5ZQGWAAEgAAQUngCIisIXIWQACAABIMAcAiAqzCkLsAQIAAEgoPAEQFQUvgghA0AACAAB5hAAUWFOWYAlQAAIAAGFJwCiovBFCBkAAkAACDCHAIgKc8oCLAECQAAIKDwBEBWFL0LIABAAAkCAOQRAVJhTFmAJEAACQEDhCYCoKHwRQgaAABAAAswhAKLCnLIAS4AAEAACCk8AREXhixAy0DkIPHr0qLS0lCF5EQqFd+/eZYgxYIZiEQBRUazyAms7J4Hs7Oy+ffv26NGDIdnbvXs3RVHbtm1jiD1ghgIRAFFRoMICUzsnAawoXbp0UVdXZ0gO7e3tqdc/0BWGlIgCmQGiokCFBaZ2QgJYUQwMDCwtLRklKn369Pntt9+gvdIJ7zkZZwlERcaAIXog0DIBoigPHz48ePAg00QFIQS60nLpwZXmCYCoNM8FzgIBWROgKwpCiJmiAroi69ug88UPotL5yhRypAAERBSFyaICuqIA9xOTTGybqOTl5d1W/F9eXh6TigBseecINFUULCrKysqvRsiZ8JswYUKfPn3oBQP9YHQa4BZDoA2ikpeXx2az8ZwQhf6XzWaDroi5J+CSTAk0qygIoaSkpEGDBvVhzG/dunUiHEBXRIDAYbME2iAqt2/fpijK3d1dodsq7u7uFEXdvn27WRxwEgjIlEBLiiLTRKUYOeiKFGF21qjaLCqK/jjG0qjoueist2PnzpeiKwouHdCVzn2Xvn3uQFTeniHEAARaJ9A5FAXnE3Sl9fJ+h32AqLzDhQ9ZlxeBzqQomBnoirzuHcVLB0RF8coMLFYsAu1QFKfAuxwen+HZBF1heAF1lHkgKh1FHtJ9Jwi0Q1EQQgohKrB+5Z24g9ueSRCVtjOTS4iwsDCKol68eCGX1CARmRBon6IokKgwXFegEsnktm4t0k4iKhXVta3ltOG6osz+akd9OHToEIfDYbFYJiYmMTExzQK5cOGCsbGxjo4Om80ePXq0m5tbs97g5NsTaLeitFtUhEJhZU2diOWVNXUCgVDkpHQPGdsPBpVIugUtYWxSEJWyqlr7KylmjiEG1r4fbQv8/lh08sNinLxHdN74naGDbXynHYyMuV80xzlqjnMUvnQ29gGHx39QVEEMjcoq5PD4UVmF+EzM/aLV7nGmDsEG1r7jHIJ/vZJKrzAbvBMNt/jlFpYvOhkzbIvf8lOxCCGBQHg88v6Xe8INbHyNfwu0vJBUXFFD4seOzioqXl5eampqJ0+eTE1NXbFiRbdu3Z48eSKSd4RQWFiYj49PWlpaVlbWvn37lJWV/f39m3qDM29JoK2Kciun6JuDkQY2vuN3hrpH59K7v7xjH/zvz5sfbQs0sPb9Yk+4281cum1mjiFLXG6F33069UB98OOR93E9upyYv8s/w2RHUH9LfvHL+lrAv/PovwciBtv4jvk1YO2Z+ILiShxPYOpjDo+f9qgEH/omPeLw+Cvd6isU/n2+O8zco5V1XczUlbaKClSif8v8rf6Xgqj8cibewNr3t6upXrfyjoZnLXO9dTH+IULI61Yeh8efdeSGy9/3f72SOtLOf/zOUMlFxe5yyuKTMYdCMz2i8zafuzPQ6tpq9ziS1w3eiQY2vv/5I3SDd6J7dO6F2/8ghHjn7wyyumZ54Y57dK6jb7rhFr9pByNr6gQkFEJIbqLC5XLXvP5pa2vr6ura2toKhfUvjG5ubsbGxlpaWr169Zo3bx790X/t2jUDAwN1dfUJEya4uLi0qfvLxMRkzZo1OKcCgaBPnz6Ojo70jDfrNjIysrW1bfYSnGw3gbYqSnpByRBbXzPHkMNhmQeC7xn/FjRp73UyUD/tYOTGs4nHI++73shZcDyaw+Ofisohtpk5hnD/CB1lH/C7X7p7dG5UViEWlS/3hE/ZF3EsIvtwWObL6jr8DjftYOTxyPu/+6UPsfX9v99DsNi8qKjub8l3vdEQp/2VlAGW/I+2BeIkCsuqRFIkSYs4ZKErUIlEICvEoRREZYSd/5ZLySK5rakTGP8WOGVfRHVtwzPdM6ZeYyQXFXq7BCF0OCyzvyX/4YuXOKEN3okcHv93v3SS7q2cIg6PfymhXs/wL/zuU5EzchYVLS2ttWvXZmRkuLu7s9nsv/76CyF04sQJX1/f7OzsmzdvmpqaTpkyBVv74MEDFou1YcMG7L9Xr15EVPLy8jRb+O3YsQMhVF1draysfPHixX+zjn744Ydp06aRw6YOoVAYHBzMZrMDAxseH039wJl2EGiroiCEVpyKHWzjS+7tzCelA62uEVERqQgLT8SM3xlKDDNzDOHw+OF3n5IzWFTG7wwlAXFlnOh0nZwJSa9vnewJbNgw+CuncNIW+e+BCHP32xweP/NJGULIL7mA3o4hqTTrkLqucLlcqETNombySSmIipljyDcHIx+XNLSmcW7jcp9zeHz36Mamek2dYISdv+SiQqhVVNcWlVdHZ9d3jgWkFODzWFRIPXx10u5yygg7/8KyqqLyavI3bIsf7/wdEpWcRcXQ0BC3TupbUTyeoaEh3RKEUGxsLEVRZWX1tdfKymrYsGHEA4/HI6JSW1ub2cKvqKjo1VMpPz+foqioqIauRYSQhYWFiYkJiY3uKC4u1tTUVFFRYbFYJ06coF8C91sSaIei1AmEQ2x9f/KMpye9+GQMERVyvqSypqi8+lBoJofHL6ls6Nc1cwz5dGcI8YMQwqKyL+geOYkro0i/2ee7w6YeiMR+rH2Sxm4PQgiVVdUOtLoWee+Z0bZAz5j6765uu1rfxyD5qIx0dYXL5UIlIuWoKA4piMrVO/mDbXwHWPKnHYx0CrybV1g/THI5MZ/D49/IfEYH8fX+CMlF5eGLlxu8E0fZB3B4fPJ3Pq6+mwshtME7cZDVNfq9vuh1PSQ+iWOZa2PvsJxFZcmSJST7ly5dUlFRqauri4uLmzp1at++fbW0tPAHOlNTUxFCM2bMEPFPRIVE0pKjTaIiEAgyMzMTEhJ2796to6MTFhbWUrRwvk0EHj9+3LdvXwMDg4cPG5vLrcbwpLSyvtEQkEH3ue1qKhGV2Jyi+cduDrX1I7c0h9fYZDdzDJn31016WCwquEMYn2+2Mq44FWv0bx/XpYSHHB4/51l5+N2ng6yuVVTXrnSLXe+V8Kq+fHMwconLLXr8rbqxruzZs6dVn6164HK5IpUCKlGr0DrcgxREBSH0pKTSLSpn+anYobZ+g218QzOeNHsf00XlXNw/IgP1f2c+IwP1dQLhZ7vCjLYFHgnLCkgpiLz3DPs/G/sAI8MD9XR8C0/EGP8WGHnvmchfan7DCCT2LM8xlab1oby8XFdXd/78+REREenp6QEBARRFJSTU114xoiKL7i9MY9myZRMnTqRjBHe7CSQlJVEU9eOPP5LmqSRRiReV3MJyAxvfyfsi3KNzQ9OfRN57hvWGzHDBA/X0hLCoXEt6RE42WxnpovLwxUsOj+9968Eu/4xph/5GCB2LyP6/30PKXzdcjoRlkagkcSQnJ2tqas6fP18Sz+L9NCsqUInEQ+vwq9IRFZKNZ2VVn+wI/vbIjWa7v0bSur/wnJOU/IZ5Yggh71v188Hw7K+U/GIOj0/aJQihiHv1AyRiRMX2YvJAq2uk15iYJOKQp6jQu7MsLS0NDQ3j4uIoinrwoEEaT58+TUTFyspq+PDhxFpLS0vSUmm1+wshZGJi8tNPP+HgAoHggw8+kGSgfsmSJVwulyQKjrckcOjQIYqi1q9fL7muiO/+Oh55n94uQQj94Z9OfxuTRFSa7f76Yk846f5CCJk5hmw8mzjbOWo7v77dnPRPfQX0fj1FMy73ueRYkpOT33///dGjRxcWNkzjlDxsU59cLhcqUVMsDD/ztqJSJxCS7l2c1WkHI795Pefqo23iBurvPi7l8Pgn/76PQ9UJhNMP/U1EJb2ghMPjn/u3s0soFC5xuSVeVG6+HnTZSRu6RwjV1gnwFBdSDPIUFS0trfXr12dkZHh6empqajo7Oz99+lRNTc3CwiI7O/vy5cuDBw8mopKXl6emprZp06aMjAwPDw89PT0iKsR4MQ4vLy8Wi+Xq6pqWlrZy5cpu3bo9fvwY+1+4cKGlpSV2Ozg4BAYGZmdnp6Wl7d69W0VF5dixY2KihUttJdAOXREzUO/yd72o/PO8YeZ9SWXN2O1BbRUVPFA/ae/1qtqGVSyhGU/oA/UIobVn4s0cQwbb+OJhyzqBcPhW/892hQ2x9SVzbVpFIV1FeTUDHg/UQyVqlTyjPLytqBS/rDHc4rfBO/FYRLZnTJ65R/28kWMR2Qghj+j66V7fvp5SjIf76FOK6zt8Dv891NbPKfDuyb/vzzz899QDkURUauoE//kj1Ghb4KHQTNcbOXP/jJq8L0K8qNSPdfskveoaXnQy5njk/VNROfZXUkx2BNH7AeQ8pmJubr5q1Sptbe3u3btbW1vjt1dPT8/+/fuzWCxTU9MrV64QUUEIXb16VV9fn8VijR8//uTJk20SFbx1YL9+/dTU1ExMTKKjo8l9xuVyFy1ahA9tbGz09fXV1dW7d+9uamrq5eVFvIFDWgTaqitpj0oG29RPKT4SlnUw5I0pxVlPywysfSftvX4qKudIWNZ//gjFFaFN3V8IITylePqhv09E3t/plz7U1o9MKca5do/O5fD4/S35z8ur8ZmFJ+onC8z9s3H2h3g+UlcULCpQicRjZ+DVtxWV6lqBw7W0yfsihm/1N9ziN3lfBH2SidvN3E93hhjY+H7TZPEjQiivsOL7Y9GvFyoG/eGfHnmvcUwFIZT5pPT7Y9HDtvgZbQu0vHAn7VF920VM9xeG6xmTN/VA5BBb3+Fb/Sftve7gm/bkzWlp8myprF27loFFDibJgUBbdSU6u7B+9aJ1M4sfg1IfT9p7fbBN/cqSo+FZuEuqraJS/8pyJ//r/REGNr6j31z8iGnce91z8MWecALnYMi9pjMIyFURhywUBYsKVCIR1Mw/fFtRaVMO6Svq2xRQip5BVKQIE6ISQ6CtuiImKoZfkpGigKgwvNxbMg9EpSUyb3uey+XCS9bbQlTw8O+CrshOUUBUFPT2B1FR0IIDsxWDQOfWFZkqimIUMFjZhACIShMkcAIISJVAZ9UVUBSp3iadJzK5igoTsMltTIUJmQUbGEKg8+kKKApDbi0GmgGiwsBCAZM6IYHOpCugKJ3wBpVelkBUpMcSYgICYgl0Dl0BRRFbyHARgajATQAE5EdA0XUFFEV+94rCptRmUXF3d7+tyD93d3eKom7fbmUnO4UtUDCc6QRa0pWqqqqdO3faM+ZH30kBMwVFYfq9xQz72iAqeXl5+FPtlIL/2Gx2Xl79XhHwAwIdQqBZXTl69ChFUX2Y8dPS0uJwOHQ4oCh0GuAWQ6ANolL/YZW8PEVupTTYDooi5oaAS/Ih0FRXDh48qK6uLp/UW03F3t6+T58+xBsoCkEBjlYJtE1UWo0OPAABICAhARFdYayogKJIWKDgDRMAUYE7AQh0GAG6rjBTVEBROuzmUNiEQVQUtujA8E5BgOjKgQMHmNb9BYrSKW4xeWcCREXexCE9ICBCAOvKwIEDGSUqmpqaUtzDUSTLcNiJCYCodOLChawpDAGsK4wSFYqipLUrsMIUA6D7J4QAACAASURBVBgqDQIgKtKgCHEAgbcmcOLEiePHj791NNKJICMjY+PGjVLZZ146BkEsikMAREVxygosBQJAAAgwngCICuOLCAwEAkAACCgOARAVxSkrsBQIAAEgwHgCICqMLyIwEAgAASCgOARAVBSnrMBSIAAEgADjCYCoML6IwEAgAASAgOIQAFFRnLICS4EAEAACjCcAosL4IgIDgQAQAAKKQwBERXHKCiwFAkAACDCeAIgK44sIDAQCQAAIKA4BEBXFKSuwFAgAASDAeAIgKowvIjAQCAABIKA4BEBUFKeswFIgAASAAOMJgKgwvojAQCAABICA4hAAUVGcsgJLgQAQAAKMJwCiwvgiAgOBABAAAopDAERFccoKLAUCQAAIMJ4AiArjiwgMBAJAAAgoDgEQFcUpK7AUCAABIMB4AiAqjC8iMBAIAAEgoDgEQFQUp6zAUiAABIAA4wmAqDC+iMBAIAAEgIDiEABRUZyyAkuBABAAAownAKLC+CICA4EAEAACikMAREVxygosBQJAAAgwngCICuOLCAwEAkAACCgOARAVxSkrsBQIAAEgwHgCICqMLyIwEAgAASCgOARAVBSnrMBSIAAEgADjCTBRVGpra5OTk8+dO+fq6urs7Hz06FEXFxcvL6+4uLiqqirGIwUDgQAQAALvLgGmiEpBQYGrq+vPP/9sZmamoaFB/ftTUlJSVlb+94hSVVX96KOPVqxY4ezsnJWV9e6WG+QcCAABIMBIAh0sKkKh8Pr163PnzlVRUaEoavDgwfPmzdu9e3d4eHhhYWFNTY1QKEQI1dbWFhcX37x589ChQ0uWLBk5ciRWmsmTJ1+5cqWuro6RbMEoIAAEgMA7R6DDROXly5eHDx8ePnw41pJ9+/YVFRVJjr+8vNzFxWXs2LEURfXr18/BwaFNwSVPCHwCASAABICA5AQ6RlT+/vtvAwMDZWXlWbNmBQcH4+aI5EbTfd66dWvJkiXq6uo9e/b08fGhXwI3EAACQAAIyJmAvEWloqJiw4YNXbp0GTduXHp6urRy++jRo+nTp1MUNW/evMLCQmlFC/EAASAABIBAmwjIVVSioqIMDAxYLNauXbukPhAiFArd3d27d+/es2fPS5cutYkCeAYCQAAIAAGpEJCfqPj4+KipqX3yySdSbKA0RfDo0aNp06ZRFLV3796mV+EMEAACQAAIyJSAnETl1KlTSkpKc+bMqa6ulml+EEJCodDS0pKiKDs7O1mnBfEDASAABIAAnYA8RMXb27tLly7Lli2TepcXPScibkdHR4qiHB0dRc7DIRAAAkAACMiOgMxFJSAgQFVVdcGCBQKBQHbZaDZmOzs7iqKcnZ2bvQongQAQAAJAQOoEZCsqT58+ff/99ydPnlxTUyN101uNUCgUmpubq6mpJScnt+oZPAABIAAEgMDbE5CtqMyZM+e99957/Pjx2xvavhgqKyuHDh368ccf19bWti8GCAUEgAAQAAKSE5ChqJw7d+7VanlPT0/JrZGFz+joaCUlJQcHB1lEDnECAakTyMvLCwkJ4TPsFxAQkJSU9DbrlKUOqtUIw8LCKIp68eJFqz7BgxQJyEpUcMfXzJkzmXAXbt68GTrBpHjTQFQyInD+/Hn85SHyBVWmOTgcjp2dnfzHR9sHvB2icujQIQ6Hw2KxTExMYmJimk33woULxsbGOjo6bDZ79OjRbm5uzXp7Z0/KSlR+/PHHju34opco7gT77LPP6CfBDQQYRcDNza1Lly5fffXVmTNnsrOzHz16VMCkX15eXnBw8I8//qikpLR48WJ5zuRsdzG1VVS8vLzU1NROnjyZmpq6YsWKbt26PXnypGnqYWFhPj4+aWlpWVlZ+/btU1ZW9vf3b+rtnT0jE1F58eIFm83etm0bc7CeOXOGoqiUlBTmmASWAAFCoKysTF1dfeHChcxvBLi5uVEUJZ/HKJfLXfP6p62traura2tri3s+3NzcjI2NtbS0evXqNW/ePPqj/9q1awYGBurq6hMmTHBxcWlT95eJicmaNWtwoQgEgj59+kiyJsHIyMjW1pYUJThkIir79+9XUVF59OgRc/hWV1f36tWL3DHMMQwsAQIIIS8vL4qi7t+/z3war76HpK+vv3TpUjmYyuVytbS01q5dm5GR4e7uzmaz//rrL4TQiRMnfH19s7Ozb968aWpqOmXKFGzMgwcPWCzWhg0bsP9evXoRUcnLy9Ns4bdjxw6EUHV1tbKy8sWLF0m+fvjhh2nTppHDpg6hUBgcHMxmswMDA5tefWfPSF9UhELhkCFD5syZwzSmtra2Xbt2LS0tZZphYA8QWLt2rYGBgaJwWLNmjaGhoRys5XK5hoaGZFyWx+M1TTc2NpaiqLKyslfCYGVlNWzYMGIYj8cjolJbW5vZwg/vmpGfn09RVFRUFAluYWFhYmJCDumO4uJiTU1NFRUVFot14sQJ+iVwS19UQkJCKIoKDw+XBG5UViGHx4/Kaud3hTk8vlPgXUkSQgg9ePBASUnp6NGjEvoHb0BAbgSWLFkybtw4uSUneUJmjiEbvBNF/G/duvWDDz4QOSmLQy6Xu2TJEhLzpUuXVFRU6urq4uLipk6d2rdvXy0tLTabTVFUamoqQmjGjBki/omokEhacrRJVAQCQWZmZkJCwu7du3V0dMLCwlqK9h08L31RWbx48dChQ8nLhXim8hQVhNC0adPMzMzEmwRXgYD8CSxevJiZd2azomJvb9+nTx85UGpWVMrLy3V1defPnx8REZGenh4QEEBRVEJCgnhRkUX3FyawbNmyiRMnyoGGoiQhfVEZNmzYqlWrJMy/QCCsrKkTCOr3DG7Hr00tFYSQk5OThoaGQiyEbOvElXbQgyDMIQCi0mxZcLlceneWpaWloaFhXFwcRVEPHjzAQU6fPk1ExcrKavjw4SQq/GFZvE6l1e4vhJCJiclPP/2EgwsEgg8++ECSgfolS5ZwuVySKDikLCrl5eVKSkrHjh2TCtmX1a1sPt9WUbl+/TpFUUlJSVIxT6aRtENUYIq9TEtEppFLKCoV1fL+MESHt1S0tLTWr1+fkZHh6empqanp7Oz89OlTNTU1CwuL7Ozsy5cvDx48mIhKXl6emprapk2bMjIyPDw89PT0JO/+wtMlWCyWq6trWlraypUru3XrRr4GsnDhQktLS3wPODg4BAYGZmdnp6Wl7d69W0VFRVpPPJneY3KLXMqi8vfff5MCFslDQXGlxbnEsduDDKx9/+/3EGufpOpagUj31xznqK+cwpP+KZ59NGqIra/9lfoZwJU1dU6BdyfsCjOw8f14e9BKt9jcwnIcuYioFBRXbjqbaPxboIG175d7wr1vNbzLEEtKS0u7dOni4uJCzjDW0VZRgSn2jC1KSQxrSVScAu9yePx7j0t/9owfaec/ZV9EbZ1gf/C98TtDDax9zRxDdvqlV9U2vnuJ1AiEEF0VzsY+4PD4sTlF266mGm0LHGrrt+JUbGFZFbFQKBQeCL73yY7gIba+c/+Muvu4lB6ceJNn95e5ufmqVau0tbW7d+9ubW2N+9U9PT379+/PYrFMTU2vXLlCf+ZcvXpVX1+fxWKNHz/+5MmTbRIVhNDBgwf79eunpqZmYmISHR1NsszlchctWoQPbWxs9PX11dXVu3fvbmpq6uXlRbyBAyEkZVHZv38/i8Vq+vnIxyWVJjuChtr6/Xol1T06d09Axhd7wotf1jQVlY+3B320LdDucopHdF5ASkGdQDj/2E0Oj/+TZ/ypqJzDYZnz/roZkFKAC49ehZ6WVo1zCDZ1CN4ffO/0zdxlrrEcHv94pOgczSFDhshnYjFMsYcKJjkB8aLy5Z7w5adi3W7mukXlbPBO5PD4q93j3KJy1nsncHj8FadiSUL0GoFP0lUBi8rX+yPm/XXT9UbOdn7qQKtr5h63SfDdARkcHn/xyZhTUTkW5xJNdgQZbQtsOlAvT1FZu3YtMQ8cCkFAyqKyZMmSjz/+uGnO13snDLDk3/nnjY/wCIXCpqLC4fHdo3NJDN6v362ORWSTM3gbLnxIr0Kbz90Zuz3oeXnjJmA/ecaPsPOvrGl8j0MIzZs3Tz4jojDFnl5k4BZPQLyo/OwZj4On5pdweHze+Tskth3X0jg8/o2sZ/gMvUbgM01F5ftj0WQezbar9bpSUln/EfHCsioDa98lLrfI1T/80zk8PogKoQ0OSQhIWVRmzJjx9ddfiyQsEAhHbPVfTnufIh6aioqBjW91bePOK0tcbhltC6ytazxDwiKESBUSCoUj7fwtLyQVlVeTP9LYpwdZu3YtfeiPfkm6bphiL12enTs28aISnd0w5/5QaCaHx8980rjW6klpJYfH386vn1BLrxEEV1NR4d9pXJXsl1zA4fHTHpUghC4lPOTw+OF3n5KwhWVVICqEBjgkJCBlUZk0adK3334rkvbT0vpbc5d/hsh5hFBTURm/M5Tu7fPdYd8euUE/Q3cTUXn2+u7n8PhN//ySG/rKcEBLS8uBAwfSI5GRu9nZkDDFXka0FT1a8aKS/+IlzqCVT9IAS37Nm+9YI+38V7vHYQ+kRhAgTUUlPu85uYor4M3XonU4rF6x8goryFWE0Cj7gA5sqdAtAbeiEJCyqHz++edz584VyXybROUrpzdWTUooKvh9bZ1XQuS9ZyJ/z2jjkAihLVu2fPjhhyIWyuKwWVGBKfayQN0J4hQvKkX/dupiURFpuIsXlXEOwUQVcNud3gtNf6sDUekENxITsiBlUZkyZcrMmTNFMtam7i8RUcHdXyKvZiR+8l5WJxAO3+pPup6Jh6aOzZs3Dxo0qOl5qZ+BKfZSR9qJI5RQVJp2f+E3NtL9Nco+AM+ZxKyqawUDra5JKCoM7P7qxCXeibMmZVGZOXMm+bgbnZrkA/UioiL5QP3Gs4kG1r4ZBY3dzXjskW4GQuiXX34ZMWKEyElZHOKBephiLwu2nS9OCUUFD9RbXmhcaOXg+8ZA/TcHI7/eH0H4uN7IoQ+KiG+pFJZV6VtfY9RAPcmIrB30GfwuLi46OjqyThHHz+VyO9/0NimLyurVq+krWknBFBRXfry9YUqxR3Te3qC7Xzk1P6VYRFTqBMK5f0bhKcVuUTnO4VkLjke3NKXYzDFkqK2f/ZX66ciHwzLN3W+Psg8gNmDHjBkzPv/8c5GTsjjkcrkwxV4WYDtlnBKKCkIITyk297hNphfTpxS7R+dyePwf3eJO38y19kn6dGcIfU6weFFBCO30q5/uhacUbz53p8OnFMutrOmi8vLlS/q39GVqQ1FRkew+cYszNWzYMPrmNzo6OrJeqCdlUTl27JiSklJ5ecPiRHp5PHzxcr13wkfbAg1sfMfvDN1yKbmlxY/0UHjx4y7/jE93huhbX/t4e9Bq9zgylki6v3CQZ2VVWy4lmzoEY5/zj930jMkTia1v376bN28WOSmLw075DiILUBAnQkhyUamtE+wLuoerg6lDsMjiR4FA6Oibjhc2LjwRk1tY3nSgvqUxlVcjjgKBcF/QvbHbgxiy+JF+b1RXN64WoJ+XipsuKlKJkAmR4Eypq6ufPHmS2KN4ohIfH09R1N9//03ywCjH06dPKYry9vaWg1UgKnKA3GmSaElUmJlBeS5+XLNmzdq1a3V1dSdMmBAeHj527Fg1NTU9PT0ej0c+4sfhcPbu3UtYjR492s7ODh9SFHXs2LEZM2ZoaGjo6+tfvnyZeGtpOy9695ednR3eMJjD4Whra8+dO5c0LEpLS+fPn89ms/X09JycnFqt74cPH8ZL/Xv27EmmyJJQWADou0eTBfyXLl0yMjJisVgDBgywt7cnuSYZacmB47SwsOjbt29VVcN3E+iikpeXN23aNE1Nza5du86ePZt8k0ZMrgUCgYODQ//+/dXV1UeNGnXu3LmmqUu5pVJdXc1isfbv3980JSac8fPzoygqKytLDsaQ20UOaUESik4ARKXZEsQDkxYWFhkZGeHh4Ww229zcPD09/eLFiz169CDKIV5UPvzwQ09Pz8zMzF9++UVLSwvvniJmOy8RUdHS0po1a1ZycnJERISenp61tTU2dfny5RwOJzg4ODk5eebMmV27dhUzOhIbG6usrOzp6ZmbmxsfH0+ekOQpUV1dTTaPDg0NVVdXx9u0REREaGtru7q6ZmdnBwYG9u/f397eHhswefLkZncdI+vwsKjk5+f37t17165dOBQRFYFAMGbMmE8//TQuLi46OtrY2Jh8FtPOzq6lXG/fvn3o0KH+/v7Z2dkuLi4sFqvpLidSFhWE0NixY3/44Ydmb5EOP7l9+/Zu3bqRBcMdbg8YAAQwARCVZu8ELpdrZGSEL1lbWw8ZMoRU3sOHD2tpaeHdl8WLCtnrt7y8nKIoPz8/8dt5iYgKm80mrRMLC4tPPvnk1chWaWmpqqoqeU8vLi5ms9liROXChQva2tokHpJZIirkTGFh4cCBA83NzfGZL774wsHBgVw9ffp079698eHDhw+b3XUsN7fhiyRYVF68eOHs7Pzee+8VFxcjhIioBAYGKisrk489p6amUhR169atV5Hb2dk1m+uqqio2m03fx2zZsmXz5s0j5mGH9EVl7dq1r/S86ee/RBLukEMzM7NmJ6d1iDGQKBAgBEBUCAq6g8vlLl++HJ+ZOXPm4sWLydXExESKovLy6gdNxYvK2bNnSShtbe1Tp06J33lFRFTIiz/eO2PAgAGvgtNTx5EbGRmJEZXS0tKRI0f26NFjwYIF7u7uFRUNK0xFRKWmpobL5X722Wekj6tHjx7q6uqkRaKurk5RFAlO8tWsg4hKbW2tgYGBlZUVXVT279/fv39/esBu3bphOHZ2ds3mOiUlhaIoYoympqaqqmrTzTGlLyp37tyhKIpoON3ojnXj++DChQsdawakDgSaEli6dGnTytnUG0PO2Nraym0FMXlSixGVAQMGODk5ETivHoikZ4yiKPq28+Q9XcwekSKi8mqEhsS8d+9eDofTDlFBCNXW1gYFBVlYWAwcOFBfXx/v8iIiKsuWLRs4cGBhYeNOuOrq6jt37hRpkeD2mYTdXzihs2fPstns/Px8QkC8qDSb6+joaLyrL90e0tYhlKQvKgihTz/99LPPPiNpMMSxcuXKPn36kFcAhlgFZgABhJCFhcWHH35I+nYYzmTp0qX0h47srKU/c5t2f3Xt2hU/Xk1MTCwsLLAZJSUlGhoarYqKmO28JBEV3P11/vx5nCjesp7on3gg5eXlKioq+O2WnsE9e/Z07do1OTmZHtzMzGzp0qX0M8QtefcXDjJ27NiVK1cSUWm2+ys2tv6L13igniREpLS0tJTFYrm5uZFLzTpkIiqenp4URaWlpTWbZIecxJ2ev/76a4ekDokCAfEE8J64t283foVevP8OvFpbW9uzZ89NmzbJwQb6M/fhw4dsNnvNmjXp6emXLl2iD9RbWlrq6elFREQkJSXNmDFDS0urVVERs52XJKKCEFq+fPmAAQNCQ0NTUlK+/fbbrl27rlu3riUmV69e3b9/f0JCQm5u7pEjR5SUlFJS6jeLIhkMCgpSVlZ2dnYmw/V4CMTf319FRcXe3j4lJSUtLe3MmTM2NjYtpSJynnR/4fMhISEqr394nYpQKBwzZsz48eNv374dExMjMlBPf2kgovKqvWVjY6Orq+vq6pqVlXX79u0DBw64urqKpCsTUamqqurZsyfZmFMkyQ453L9/v7Kycn5+foekDokCAfEEampqevbsaWZm1nQsV3xAOV8VCoWbNm2iKAq/0so6dfLMxQm1NKW4pKRk7ty52traffv2dXV1ffVAbFVUEEItbecloaiITCk2MTEhW0M2xRIZGcnlcrt3766hoTFq1CiyqoFk0M7Ojj6fmKIoMqXY39/fzMxMQ0NDW1vbxMTkr7/+ahp/s2dEROXVB3wnTpxIURRZ/Ch+SjGJky4qQqFw3759Q4YMUVVVff/99ydNmnT9+nXiEztkIioIoV9//VVVVVWkKSeSttwOnzx50qNHj++//15uKUJCQKCtBKKjo/FjcePGjd7e3levXuUz6efj47Nz586PP/6YoigyI7ateeys/svLy3V0dI4fP95ZM9imfMlKVKqqqoYNG2ZsbMyEaWDfffedrq4uWdrTJkDgGQjIjUBSUtLq1at79uwp8tLKkEN1dfVZs2ZduXJFbkCYnFB8fLynpyfuBZo+fbqOjs6zZw1bpTHZbDnYJitRQQjdunVLWVl5+/btcsiGmCS8vb0pioJ9pMUggkuMIiAUCktKSkjfOkMchYWFMMmFfp/Ex8d/9NFHmpqa3bt3//LLL5OS6r/yGRERQZ9xS9z0gJ3eLUNRwSuMOrYTDHd8ffvtt4oyr6bT33CQQSDQiQm8fPmSPt2WuDtxlptmTbaigjvBhg0bRp953dQIGZ2pqqr68ssvoeNLRnghWiAABIBAUwKyFRWEUHp6eo8ePUxMTOQ8raW2tnbWrFksFis09I39iZsigDNAAAgAASAgLQIyFxWE0O3bt7W1tc3MzPDaTmmZLiae6urquXPnqqiowKCiGEpwCQgAASAgdQLyEBWEUHR0dPfu3ceMGVNQUCD1PIhEWF5ePmXKFDU1NR8fH5FLcAgEgAAQAAIyJSAnUUEIJScn6+npvf/+++TbBrLIWGRkpL6+vqamZlBQkCzihziBABAAAkBADAH5iQpCqKCgYMaMGRRFzZ07V+pzuisqKtatW9elSxczM7OMjAwxeYZLQAAIAAEgICMCchUVhJBQKPT09Hzvvffef/99Ly8v+ubJ7c6hUCgMDg42MDBQV1ffs2ePVOJstzEQEAgAASDwLhOQt6hg1qTJ8mpbyt9///3p06ftK4PS0tKjR4+OHDmSoihTU1NooLQPI4QCAkAACEiLQMeICm6yxMTELFq0iMViqampLViwICgoCH+Ys9W8VVRU3LhxY82aNV27dlVSUpoxY0ZgYCD+CHarYcEDEAACQAAIyI5Ah4kKyVJhYeGuXbsGDhyIP3BkYGDwv//9b9euXf7+/jdu3IiPj09ISLh582ZwcPCBAwcWLVo0YsQIZWVliqJ69epla2vbdIsYEjM4gAAQAAJAQM4EOl5UcIYFAkFKSsqpU6d+/vlnMzMzNpvd9CN6qqqqxsbGK1eu/PPPP+Pi4pjwqUo5lxYkBwSAABBgOAGmiIoIprq6uvv376ekpMTFxd26dSs5OTkzM7OqqkrEGxwCASAABIAAowgwVFQYxQiMAQJAAAgAAQkJgKhICAq8AQEgAASAQOsEQFRaZwQ+gAAQAAJAQEICICoSggJvQAAIAAEg0DoBEJXWGYEPIAAEgAAQkJAAiIqEoMAbEAACQAAItE4ARKV1RuADCAABIAAEJCQAoiIhKPAGBIAAEAACrRMAUWmdEfgAAkAACAABCQmAqEgICrwBASAABIBA6wRAVFpnBD6AABAAAkBAQgIgKhKCAm9AAAgAASDQOgEQldYZgQ8gAASAABCQkACIioSgwBsQAAJAAAi0TgBEpXVG4AMIAAEgAAQkJACiIiEo8AYEgAAQAAKtEwBRaZ0R+AACQAAIAAEJCYCoSAgKvAEBIAAEgEDrBEBUWmcEPoAAEAACQEBCAiAqEoICb0AACAABINA6ARCV1hmBDyAABIAAEJCQAIiKhKDAGxAAAkAACLROAESldUbgAwgAASAABCQkAKIiISjwBgSAABAAAq0TAFFpnRH4AAJAAAgAAQkJgKhICAq8AQEgAASAQOsEQFRaZwQ+gAAQAAJAQEICICoSggJvQAAIAAEg0DoBEJXWGYEPIAAEgAAQkJAAiIqEoMAbEAACQAAItE5AfqIiFAofP358586dwMBAd3f3PXv28Hi8xYsXf/3118bGxkOHDtXX1x8wYEDfvn379OnTr1+/AQMGGBgYGBoajhs3bvr06StWrLC1tT1w4IC3t3dYWFhaWtrz589bzx/4AAJAAAgAATkSkKGoVFRUxMTE/PXXXz/99NP48eN1dHQo2k9TU3PgwIGmpqZYMDZs2LB582YrK6stW7bY2dnZ2tpaWVlZWFisW7duyZIlWHj69u2rpqZGi4Pq3bv35MmTN2/e7OHhkZKSUlNTI0d0kBQQAAJAAAiIEpCyqGRnZx84cGD27NmDBw/u0qULRVFKSkpDhw6dO3fujh07Ll68GB0dff/+/fLyclFDJDsWCoXFxcV3796NjIw8c+aMjY3N1KlT+/Xrh5VGTU3NyMhoyZIlp0+ffvbsmWRRgi8gAASAABCQGgEpiEpNTU1oaOjGjRuHDh1KUZSqqur48eN/+eWX48ePx8bGvnz5UmrGthzR8+fPw8PDDxw4sGzZsjFjxmAxMzMz27FjR2JiolAobDkoXAECQAAIAAGpEWi/qFRWVnp4eMyePVtbW5uiKD09vaVLl/r4+JSWlkrNuvZG9OjRo+PHj8+cOVNLS4uiqA8//HDlypVBQUECgaC9UUI4IAAEgAAQaJ1Ae0QlOzt78+bNurq6FEWZmJj8+uuvcXFxzHxeV1VVBQUFrVu3Tl9fn6IoAwMDJycnGOFv/b4AH0BA8QmEhYVRFPXixQvFz4oi5aBtohIXF/fdd9916dKlW7du69evv3v3rqLkVSgURkRE/O9//1NVVWWz2evWrXvw4IGiGA92vlMEhEJhVVVVYWFhbm5uampqTExMSEjI5cuXPTw8jknjd+LECS8vLz6fHx4eHhsbm56e/s8//7x48aLzzXNph6gcOnSIw+GwWCwTE5OYmJhmb7wLFy4YGxvr6Oiw2ezRo0e7ubk16+2dPSmpqKSnp0+cOJGiqEGDBjk7O1dUVCgossePH2/ZsqVbt26qqqorVqwoKipS0IyA2QpKoK6uLi8vLzw83NXV1c7ObtGiRZ999pmxsfGQIUM++OCDbt26qaio0Kc4ytOtpqb23nvv9evXb9iwYSYm7bnpeAAAIABJREFUJhMnTly5cqWDg8OZM2eio6MfP36sWMOTbRUVLy8vNTW1kydPpqamrlixolu3bk+ePGl6m4WFhfn4+KSlpWVlZe3bt09ZWdnf37+pt3f2TOuiUltb+/vvv7NYLAMDAy8vr9ra2k4Aq7S0dPfu3d26devVq5ePj08nyBFkQSEI+Pr69u/fn+iEnp7euHHj5syZs3Llyg0bNmzduvWPP/44cuSIm5ubj49PYGBgVFRUUlJSdnb2kydPKioqpPJMFwgEZWVlBQUFmZmZCQkJkZGRfn5+586dc3FxOXjwoKOjo42Nzbp165YvXz5jxgwjI6Nu3boRg8eNG5eRkSE31Fwud83rn7a2tq6urq2tLSbg5uZmbGyspaXVq1evefPm0R/9165dMzAwUFdXnzBhgouLS5u6v0xMTNasWYNzJxAI+vTp4+jo2GpmjYyMbG1tW/X27nhoRVSSk5M//vhjJSWlTZs2yWcelzzR5+fnf/PNNxRFzZ079+nTp/JMGtJ6Bwk8f/5cU1Pziy++4PP56enpClShXrx4kZiYeObMGX19/bFjx8qt7LhcrpaW1tq1azMyMtzd3dls9l9//YUQOnHihK+vb3Z29s2bN01NTadMmYJNevDgAYvF2rBhA/bfq1cvIip5eXmaLfx27NiBEKqurlZWVr548SLJ3Q8//DBt2jRy2NQhFAqDg4PZbHZgYGDTq+/smRZFRSgUbt++XVVV1dDQMDo6urMCEgqFHh4e77333vvvv0+/nzprfiFfHUjAzc2Noqj8/PwOtOEtkz5//jxFUVlZWW8Zj4TBuVyuoaEhaZ/xeDxDQ0ORsLGxsRRFlZWVvRIGKyurYcOGEQ88Ho+ISm1tbWYLP9wHnp+fT1FUVFQUCW5hYWFiYkIO6Y7i4mJNTU0VFRUWi3XixAn6JXA3LypCoXDjxo0URVlaWlZWVnZ6TI8fP54xY4aSktLZs2c7fWYhgx1FYNasWePGjeuo1KWSbnl5ubq6+u7du6USW6uRcLncJUuWEG+XLl1SUVGpq6uLi4ubOnVq3759tbS02Gw2RVGpqakIoRkzZoj4J6JCImnJ0SZREQgEuPNw9+7dOjo6YWFhLUX7Dp5vXlS2bdtGUdSBAwekQuRBUQWHxz8b2zDbyinwLofHJzGbOYZs8E4khx3lEAgE8+fPV1VV9fPz6ygbIN3OTWDQoEGbNm1iVB7bUfvMzMx++OEH+eSiWVEpLy/X1dWdP39+REREenp6QEAARVEJCQniRUUW3V8YwrJlyyZOnCgfIAqRSjOisn//foqitm/fLq0MKISoIIRqamqmTZumoaEREREhrbxDPEAAE6itrVVRUTl69CijgLQkKhfjH3J4fMMtzbxgLViw4NNPP5VPLrhcLr07y9LS0tDQMC4ujqIosiTg9OnTRFSsrKyGDx9ObLO0tCQtlVa7vxBCJiYmP/30Ew4uEAg++OADSQbqlyxZwuVySaLgEBWVK1euUBRlYWFB+jHfnpF4UamqraupY8pC98rKys8//7xr1673799/+4y/TQxtnQ35NmlBWDkQyMnJoSiKaXNPmxWV8qpakx1Bhlv8mhWVLVu29OnTRw7EEEJ4oH79+vUZGRmenp6amprOzs5Pnz5VU1OzsLDIzs6+fPny4MGDiajk5eWpqalt2rQpIyPDw8NDT0+PiIokBnt5ebFYLFdX17S0tJUrV3br1u3x48c44MKFCy0tLbHbwcEhMDAwOzs7LS1t9+7dKioqx44dkyT+d8TPG6IiEAhGjBjx5ZdfSlFREELiRYVpoEtLS3v27LlixYqONawdogLrtjq2yMSnHhISQlHUvXv3xHirqJb3fP1mRcXRN/2z3WFrz8Q3Kyp4nq58pq5xuVxzc/NVq1Zpa2t3797d2toaP5o8PT379+/PYrFMTU3xezDu/kIIXb16VV9fn8VijR8//uTJk20SFYTQwYMH+/Xrp6amZmJiQp+gxOVyFy1ahMvOxsZGX19fXV29e/fupqamXl5eYsr0Hbz0hqjgqR30+Q9tIlJQXLnpbKLxb4EG1r5f7gn3vtUwiCJeVOi39dnYBxwePzq70PJC0uhfA4Zv9V/vlVBc0fhB+zv/vFhwPHrMrwGDbXz/7/eQTWcbB2MEAuHxyPtf7gk3sPE1/i3Q8kISPWCbMrJr1y4VFZXc3Nw2hZKu57aKCqzbki5/qcd2/PjxLl26VFdX02PG44v3Hpf+7Bk/0s5/yr6I2jrB/uB743eGGlj7mjmG7PRLr6qtI0E4PL5T4BufsWhafWJzirZdTTXaFjjU1m/FqdjCsioSXCgUHgi+98mO4CG2vnP/jLr7uJQeHHu7/6zcwNo3NP3JBu/EZkUlPDycoqi0tDQSrewcXC537dq1sosfYpYFgTdEZdy4cV988UX7knlaWjXOIdjUIXh/8L3TN3OXucZyePzjkfWdSG0VlUl7r88+GuXy9/0tl5IHWPJnO0fh15NnZVWj7AM+2xX25/WsMzF5u/wzvtgTTqzlnb8zyOqa5YU77tG5jr7phlv8ph2MbF/HWnl5eY8ePTZs2EAib4cD1m21A1onDnLo0CE1NTWRDGJR+XJP+PJTsW43c92icjZ4J3J4/NXucW5ROeu9Ezg8/opTsSSUJKLy9f6IeX/ddL2Rs52fOtDqmrnHbRJ8d0AGh8dffDLmVFSOxblEkx1BRtsCRabJLD4Zs/BE/edJWhIVPKQRHx9PopWdA0RFdmxlF3OjqJSVlSkrK+O1Re1Ib/O5O2O3Bz0vb3wR+8kzfoSdf2VNXVtFZeqBRjFwDs/i8PiBqfU9m/4pBRwe/84/zXwe7lZOEYfHv5TwkFgefvepyBlySRLHokWLPvroI0l8tuQH1m21RObdPC9GVH72bHhAp+aXcHh83vk7BNGOa2kcHv9GVsPmQJKIyvfHokn39bar9bpSUlnf1i8sqzKw9l3icotc/cM/ncPj00UlJP3xIKtr9x7Xf2gcRIWUAjjaRKBRVCIjIymKunOn8YaWPCKhUDjSzt/yQlJReTX5w31ZsTlFbRUVj+g8knR5Ve0gq2tWPkkIoaisQlypmrY/7C6njLDzLyyrIqkXlVcP2+JHr58kTkkcR44cUVZWFumskCQg8QPrtggKcCCExIhKdHYhRnQoNJPD42c+adw84klpJYfH386vX4SBEJJEVPh3HmHPCCG/5Pr3sLRHJQihSwn1E7rC7zZ+OaKwrIouKtW1ggm7wrZeSsbBmSAqJCPgUCACjaJy7do1iqIePmx82Zc8G89e350cHr/pn19yQVtFhbyXYQNMHYJxe/zVLverTsdxePwRW/2XucZ6xz4g3c2LTsY0TZrD4y9zbew6kDw7CKGzZ8+2dYhPJP5mp9jDui0RSu/OoRhRyX/RsJGdlU/SAEu+yDvTSDv/1e5xGJQkohKf95xQxe9hN1+L1uGwesXKK3zjU7Cj7ANIS+VIWNYo+4AXFQ2dDSAqBCM42kSgUVTw7JT2fS0Ov0+t80qIvPdM5O9ZWZW0RAVn7Hbe8z/806ceiHzVLfCVU3h5Vf2EmYUnYox/CxRJOvLes9T8+ne0dvzwvJG3+ZpAs6IC67baURadI4gYUSn6t9MYi0rtmzPsxYvKOIdgogq4b4DeP4xFJSqrviUkXlRKKmuGbfFz8E17UFSB/1adjhtq6/egqOIZbagfISTPMZXOUfTvWi4aReXZs2evtrHy8PBoB4I6gXD4Vn/SNSwSQ1tFpaXuL5FocXP+TEx9X5ntxeSBVtcqaxrnyYh4buuhubn5kCFD2hqK7h/WbdFpgFsSUWna/fW0tL6HinR/jbIPsL+SQmBW1woGWl2TUFTEd3/hStpsc385baZAZxUV+mRLFxcXHR0dAlmmjk45E6FRVBBCQ4cOnT9/fvsgbjybaGDtm1HQ2B2MxwbbMfur6UB9QEoBQqi4ooaMMSKE7j0u5fD4p6JyEEI3s+uHW3b6pdONr60TFL9snI5MvyTeXVtbO3DgwKVLl4r3Jv4qrNsSz+dduyqJqOCBessL9SOI+Ofg+8ZA/TcHI7/e3/i5B9cbOfRBEfEtlcKyKn3ray0N1L+srvNPKaD//e/Pm4NtfP1TCuj9ae+CqLx8+ZL+Lf1/i0Im/xcVFclu/3WslMOGDaura3zb1tHRcXFxkUlm/o30DVE5ePCgkpJSZmbmv1fb8P/T0iozx5Chtn72V1I8ovMOh2Wau98eZR/QDlHBU4pdb+RsfT2l+LujN7CWHI+8P2FXmINvmkd03l/Xsz/bHTZiq/+DooY+YiufJA6Pv+hkzPHI+6eicuyvpJjsCLqW1DhoKXlm3N3dKYqKi2voyJY8IN0nrNui0wC3s7OzkpISvXojhPCUYtL9hedccXh8c4/bZHoxfUqxe3Quh8f/0S3u9M1ca5+kT3eG0OcEixcVhNBOv/rpXnhK8eZzd5qdUkxKqqUxlRs3blAUlZTUqHwkiEwdbzNrplXD6C2VVj0rigecKXV19ZMnTxKb5S0qlZWVvXv3Xrx4MbGgTY5nZVVbLiWbOgTrW1/7eHvQ/GM3PV/3TbW1+wsvfhxlHzBsi9/aM/Fk5DD5YfHPnvFmjiF4eeNSl1tJ/xTTLfSMyZt6IHKIre/wrf6T9l538E17UtLmTyzX1dUNHTr0v//9Lz3mdrg7ZcO2HRwgCCbg6+tLUVReXuPMxmZFpbZOsC/o3qc7Q/Str5k6BIssfhQIhI6+6Xhh48ITMbmF5fTVi62KikAg3Bd0b+z2IDGLH0l5tSQqnp6eFEUVF79R9Ugo6TrwYq+1a9fq6upOmDAhPDx87Nixampqenp6PB6PbBjI4XD27t1Lkh49erSdnR0+pCjq2LFjM2bM0NDQ0NfXv3z5MvHW0nZe9O4vOzs7vGEwh8PR1taeO3cuaViUlpbOnz+fzWbr6ek5OTm1Wt8PHz6Ml/r37Nnz22+/xWaQUFgAyGZoFEWRBfyXLl0yMjJisVgDBgywt7cnuSYZacmB47SwsOjbt29VVcMaWLqo5OXlTZs2TVNTs2vXrrNnzybfpBGTa4FA4ODg0L9/f3V19VGjRp07d65p6m+0VBBCBw4ceLVn8OnTp5t6lcOZprVCDonSkxAKhebm5l26dGlpe2q6Z/FucruI9wZX3xECGRkZFEV1gm+kb9++XVdXVz6lhvuQLSwsMjIywsPD2Wy2ubl5enr6xYsXe/ToQZRDvKh8+OGHnp6emZmZv/zyi5aWFt49Rcx2XiKioqWlNWvWrOTk5IiICD09PWtra5z35cuXczic4ODg5OTkmTNndu3aVczi/9jYWGVlZU9Pz9zc3Pj4+P379+NIyFOiurq64N9faGiouro63qYlIiJCW1vb1dU1Ozs7MDDw1bah9vb2OOzkyZOb3XWMfIITi0p+fn7v3r137dqFQxFREQgEY8aM+fTTT+Pi4qKjo42NjclnMe3s7FrK9fbt24cOHerv75+dne3i4sJiscLDG1eg4yRERUUoFC5dulRkBzTsVQ7/drioWFlZURTV7hWgdETkdqGfBPc7S6CysrJLly6dYEOnpUuXym3zRy6Xa2RkhO8Za2vrIUOGkFHVw4cPa2lpCQT136IVLypkr9/y8nKKovDeFmK28xIRFTabTVonFhYWn3zyyateytLSUlVVVfKeXlxczGazxYjKhQsXtLW1STykFjR9ShQWFg4cONDc3Bz7+eKLLxwcHIj/06dP9+7dGx8+fPiw2V3HyPelsKi8ePHC2dn5vffew41LIiqBgYHKysrkY8+pqakURd26detV5HZ2ds3muqqqis1m07/jtWzZsnnz5hHzsENUVF7NpKqrq5s9e7aamlpQUJCIb1kfdqyo/P777xRFyW0DIlnDhPiZRuDDDz+0sbFhmlVttWfChAlz585ta6j2+edyucuXL8dhZ86cSe+ZT0xMJN2J4kWFvvOetrb2qVOnxO+8IiIq5MW/vrvSyWnAgAGvgtNTx+YZGRmJEZXS0tKRI0f26NFjwYIF7u7uFRUNI8EiolJTU8Plcj/77DPSx9WjRw91dXXSIlFXV3/1FXkSXDxVIiq1tbUGBgZWVlYIISIq+/fv79+/Pz2Gbt26YTh2dnbN5jolJYWiKGKMpqamqqpq080xmxEVvF3zlClT2Gw2kWJ62rJzd5So1NbW2tvbUxS1detW2eUOYn7HCXz11VeTJ09WaAg1NTXdu3cn/U6yzgv9mStGVAYMGODk5ESMefVAJBZSFEXfJpw8UsXsESkiKq9GaEjMe/fu5XA47RAVhFBtbW1QUJCFhcXAgQP19fVfvKj/3BQ9gwihZcuWDRw4sLCw4QsLCCF1dfWdO3eKtEhw+0zC7i+c0NmzZ9lsdn5+PiEgXlSazXV0dDRFUeHh4XR7SFuHUGpeVBBCFRUVs2bNoijqu+++k9sEO2KWPB137tz56KOPlJSU7OzsSONangZAWu8Igf3796uqqspniFtGSIODg99+YqTkttGfuU27v7p27YofryYmJhYWFjjakpISDQ2NVkVFzHZekogK7v46f/48ThRvWS+mpULPcnl5uYqKyoULF0REZc+ePV27dk1ObvhMDg5iZmbW0toGybu/cFRjx45duXIlEZVmu79iY+s/QYIH6onNREpLS0tZLJabmxu51KyjRVFBCAmFwjNnzui+/nl6ena+B+6rSYp2dnYqKirDhw/HnYnNMoKTQEAqBB48eNClS5c1a9YUFBQoXG2qq6u7e/fuhAkTOByO3Iyni8rDhw/ZbPaaNWvS09MvXbpEH6i3tLTU09OLiIhISkqaMWOGlpZWq6IiZjsvSUQFIbR8+fIBAwaEhoampKR8++23Xbt2XbduXUv3ydWrV/fv35+QkJCbm3vkyBElJaWUlPpFrCSDQUFBysrKzs7O/47WF+CXD39/fxUVFXt7+5SUlLS0tDNnzkjeg0q6v7BVISEhKq9/eJ2KUCgcM2bM+PHjb9++HRMTIzJQ32xL5VV7y8bGRldX19XVNSsr6/bt2wcOHHB1dRXJtThRwV6fPHkye/bsV3urTZ8+PT39jdWFInEp0KFQKAwNDR01apSysrKtrS2Zb6dAWQBTFZHAnj17VFVVKYrS0NAwNDT8+uuvzc3Nd+7c6ezs7O7ufunSpeDg4Ojo6JSUlNzc3MLCwqqqKpk+wYVCYUVFxZMnT7Kzs+/cuXPjxo2AgIALFy64ubm9+qbqb7/9tmzZss8//3zgwIGvHm0URb333nvyHGolz1xc1i1NKS4pKZk7d662tnbfvn1dXV1FphQ32/0lZjsvCUVFZEqxiYkJ2Rqy6Z0ZGRnJ5XK7d++uoaExatQob29v7Idk0M7Ojj6fmD6l2N/f38zMTENDQ1tb28TERPJpRCKi8uqbvBMnTqQoiix+FD+lmOSCtFRwS2Pfvn1DhgxRVVV9//33J02adP36deITO1oXFezv/Pnzffr06dKly6xZsxT6pV4gEFy8eNHExISiKGNjY/lsCyECHQ7fZQIPHz68ePGik5PTL7/88s0334wcOVJHR6dLly4izxRyqKKioqOj88EHHwwZMsTIyMj4rX9jxowxMDDo3bt3165dxaSrrKzco0ePjz/++LvvvrOwsDhy5Iivr2/T+UvvclGSvJeXl+vo6Bw/fpyceZcdkooKQqiqqurYsWMGBgYURZmamp4+ffptvrcof+iFhYW7du0aNGgQRVH/+c9//Pz8ZPoOKP8MQoqKS4C0GO7fv5+UlBQVFRUYGOjj4+Pm5nb06NFXiwzs7Ow2bty4evXqVW/9Mzc337x587Zt25ycnP78808PD4/Lly+HhITExMTIrYWkuCVFLI+Pj/f09MS9QNOnT9fR0Xn2rGHbG+Ln3XS0QVQwoLq6Oh8fny+//JKiKF1d3VWrVl29elXCKW4dgvjZs2f/396ZwEVxu318ONzlKgLtCqzV9ULx1qoUtBRttR6tWmuhtVbRV/FvsZSqtQuKqNB6ofXciiKHiBaroOKyHHIoKIooIsgpCKjcKIdcArt5WUPjcIggCwL7zMcPJjNJJvlOZn+T5Eni7u5uYmLCZDIZDMaPP/5448aNd5ITuCkQAAI9hkB0dPRHH32krKysrq4+ffp0vG5NWFgY3eKWuHtMqVtTkDaLCkk0OTl5/fr1gwYNoihKQUFh9uzZhw8fTk8XL+/4zg+RSHT37l17e3t9fX3cwJ84ceKuXbvy81/tUPTOMwkZAAJAoIcRqKiooJvbEncPK2bLxXl7UcHpikSixMTEPXv2TJs2DQ/ljRw58tdff3Vzc4uOju7MAfCSkpJr167xeLz/+7//69u3L0VRdfZ5CxcudHFxyckRL3IMBxAAAkAACHQ0gfaKCj1/xcXFZ8+eXbZsGR63oChKXl5+1KhRP/zww65du/z8/B49eiSppUbLy8tTUlK8vLxsbW2//vrruqXW8MBmr169xowZs3bt2qCgIEndi15GcAMBIAAEgEALBCQpKvTblJaWRkREHDlyZPXq1ZMnT1ZRUSHWLGpqasOGDTM0NPz222/XrFmzbds2bE/p6el59uzZ8+fPX7x40dvb++zZs//888/JkycPHTpkY2NjZmY2f/58fX39QYMGKSsrk9RYLNb06dPrOuLc3d1jYmJASOhPAdxAAAgAgU4m0FGi0qgYQqEwNTXV19fX1dV1586d69atW7x48YwZM8aMGaOlpSUnJ0dEoqmDwWD069dvwoQJc+bMWbZsGZfL3bt3r4eHR1BQEPRrNeIMXiAABIDAuyXQSaLSciGFQmFFRUVpaWlRUVFBQUFubm5hYWFRUdHz588rKirA8LdlenAVCAABINB1CHQJUek6OCAnQAAIAAEg0B4CICrtoQdxgQAQAAJAoAEBEJUGOMADBIAAEAAC7SEAotIeehAXCAABIAAEGhAAUWmAAzxAAAgAASDQHgIgKu2hB3GBABAAAkCgAQEQlQY4wAMEgAAQAALtIQCi0h56EBcIAAEgAAQaEABRaYADPEAACAABINAeAiAq7aEHcYEAEAACQKABARCVBjjAAwSAABAAAu0hAKLSHnoQFwgAASAABBoQAFFpgAM8QAAIAAEg0B4CICrtoQdxgQAQAAJAoAEBEJUGOMADBIAAEAAC7SEAotIeehAXCAABIAAEGhAAUWmAAzxAAAgAASDQHgIgKu2hB3GBABAAAkCgAQEQlQY4wAMEgAAQAALtIQCi0h56EBcIAAEgAAQaEABRaYADPEAACAABINAeAiAq7aEHcYEAEAACQKABARCVBjjAAwSAABAAAu0hAKLSHnoQFwgAASAABBoQAFFpgAM8QAAIAAEg0B4CICrtoQdxgQAQAAJAoAEBEJUGOMADBIAAEAAC7SEAotIeehAXCAABIAAEGhAAUWmAAzxAAAgAASDQHgIgKu2hB3GBABAAAkCgAQEQlQY4wAMEgAAQAALtIQCi0h56EBcIAAEgAAQaEABRaYADPEAACAABINAeAiAq7aEHcYEAEAACQKABARCVBjjAAwSAABAAAu0hAKLSHnoQFwgAASAABBoQ6BBREYlEDg4O3t7eDW4FHiAABIAAEOjpBCQvKiKR6Pfff6coSldXt6fTg/IBASAABIBAAwISFhWiKAMHDgRRaUAaPEAACAABKSAgSVEhirJ///7169eDqEhB/YEiAgEgAAQaEJCYqNAVBSEEotIAM3iAABAAAtJBQDKi0khRQFSko/JAKYEAEAACjQlIQFSaKgqISmPM4AcCQAAISAeB9opKs4qCEOJyuXJycuwuefz666/S8XChlB1IIDAwcO7cubdu3cL3iIiImDt3bnBwMPbGxcXNmzfv/Pnz2JuWlrZgwYITJ05gb05OjomJyaFDh7C3qKjoxx9/3L59u0gkQgiVl5evXLnS2tpaKBQihF68eGFhYfHLL79UV1cjhIRCoZWVlZmZWXl5OUJIJBL98ccfS5YsKSoqwqkdPHjQxMQkNzcXe93c3L755pv09HTs9fLymjdv3v3797H38uXLc+fOvXnzJvZGRkbOnTs3MDAQe+Pj4+fPn3/u3DnsTU9P/+abb1xdXbG36/8NDQ2lKIqQ6foZ7hk5bJeovE5REEJFRUV2dnZbu94xdepUNpvdMx4elOJdEQgICFBQUFBWVu7du/fNmzevXbum8vJQUFAIDAyMiYn54IMPVFRU5OXlz549m5qa2q9fPxUVFYqijh07lpWVNWzYMOzduXPn06dPJ0yYoKysTFHUb7/99vz586lTpyoqKsrIyPzf//1fZWXl/Pnze708FixYUFlZuWzZMllZWUVFxc8++6ysrGzdunUURSkrK0+cOPHZs2d//vknRVEqKiq6urrZ2dmOjo7Y279//7S0tDNnzsjJyamoqLBYrNjYWH9/fwUFBRUVlffee+/69esRERGqqqoqKipMJtPPzy8uLo7FYqmoqMjJyXl6ej58+LB///44n05OTu+KfJvu+xaicvjwYQ6Hw2Qy9fT0IiMjm72dl5fXhAkTevfuraSkNHbsWHd392aDSe3JtxeVFhSlK9PcunUriEpXfkBdP28hISEKCgpz5swpKCiYMmXKe++9p6ysPHXq1MLCwjlz5jCZTHV19Y8++igvL2/RokVycnIsFmvo0KFPnjxZs2YNRVFaWloffvjhgwcPbG1t62SGzWa///77MTExBw4cwF4VFZXw8PCTJ0/Kysqy2WwGg+Hr63vp0iUGg8Fms2VlZU+dOnX16lVlZWU2m01R1KFDh6KjozU0NLB369atKSkpffv21dbWpijKwsLi8ePHOjo6ffr0kZWV/fHHH/Py8saPH6+hocFkMr/88svCwsJPP/0Ui6KhoWFhYeHcuXMZDIaGhsa4ceNyc3OXLFkiKyvbp0+fIUOGPHr06KeffqIoys3Nres/qbaKiqenJ4PBcHFxiY+PNzMzU1NTy8vLa1rM0NCyCL3MAAAgAElEQVRQb2/vhISE1NTU/fv3y8nJ+fv7Nw0mtWfeUlS6qaIghEBUpLauS6rgNjY2FEX5+fnVjR0+f/584cKFJiYmuDOqqqpq6dKlc+fOffbsGUKotrbW3Nx8xowZ2dnZuKuKy+V++umnaWlpODPbt283MDCIjY3F3r///ltPTy8iIgJ7T58+PXHiRPKDJRAIJk6c6Onpia9eu3ZNT0/P0dERe2NiYgwMDHbu3Im9qamphoaG1tbWuEstKytr+vTpa9asqa2tRQg9ffr0q6++MjU1raqqQgiVlZUZGxt/++23ZWVluMNt2bJlX3755dOnT3Epfv75588//zwrKwshFB8fr6CgYGJigm/UoX+NjIzWvDxUVVXff/99GxsbXBx3d/cJEyaoqKhoamouWrSI/tPv6+uro6OjoKAwdepUV1fXNnV/6enprVmzBpdIKBSy2ewdO3a8sYDjx4+3sbF5YzDpCfA2otJ9FQVERXpqdseV9Pnz5zNmzGAwGFK4ENHNmzc1NDRGjRqFBabjIOOUjYyMVFRULC0tk5KSPDw8lJSUjh07hhBydnYWCARpaWk3btwwMDCYPXs2Dv/o0SMmk7lu3TocXlNTk4hKZmam8muOP//8E0upnJwcGQZDCC1dunTevHktlFEkEgUFBSkpKZFRqBYCS8+lNotKt1YUEBXpqdkdWtKqqqrhw4d/8MEHHXqXLpj4lClT1NTUCgoKOidvRkZGw4cPx60TbP4zfPjwRreOioqiKOr58+d1wmBtbT1ixAgSgMvlElGpqal58JoDN8iysrIoiiLNxDqLiQ0bNujp6ZHU6I7i4mJlZWV5eXkmk+ns7Ey/BO62icobFeXfqEccLv/RU7FdStc8oPuraz6XbpQroVCIh8e3bdvWjbLdmqyaOEbM+OtKCyFPnjwpJyeHTQZaCCapS0ZGRsuXLyepXbhwQV5evra29vbt21999RU2f1BSUqIoKj4+HiH09ddfNwpPRIUk8jpHm0RFKBQ+ePDg7t27e/bs6d27d2ho6OuSlcLzbRCVNyoKQghERQrrkLQVed++fRRFHTx4sJMLfjjkgf/9HEndNLek8q/A5PtZxfQE3ygqCKFLly716tVr9erV9Igd5G5WVMrKyt5///0ffvghLCwsMTExICCAoqi7d++2LCod0f2FS71ixYovvviigwh0x2RbKyqtURQQFQnWgLYarkjw1pBUywQ8PT0pilq+fHlNTU3LISV7dfhmv3VnYiSV5r3HRRwu/9+oR/QE3ygqIpHI3t6eoih7e3t6xA5yGxkZ0buzrKyshg8ffvv2bYqiHj2qz/nJkyeJqFhbW48cOZJkxsrKirRU3tj9hRDS09P7+eefcXShUNi3b9/WDNQvX77cyMiI3BQcrRKVVipKe0Sl4oXYKIV+1NQKX9SIJ39J9ugu3V9vISpgYi/ZqtJCaidPnpSXlzc2Nm4hjMQvdQVR2bRpE0VR27ZtI+McEi8mPUE8UL927dqkpKTTp08rKys7Ojrm5+czGIwNGzakpaVdvHhx6NChRFQyMzMZDMZvv/2WlJR06tQpLS0tIir0ZF/n9vT0ZDKZbm5uCQkJq1atUlNTI3NIlyxZYmVlhSNu3749MDAwLS0tISFhz5498vLy3WXizusKLtnzbxaV1itKI1EJuJ+zzCVy0h+XdTYKDHeFHAhKqRWKJwzjA38TxT4uNj4SMcxGsNXn/qOn5Rwu/+jV1OPhDw13hQy04uO2+fUHBd8eua5r4zdqi/8Kt6gHeaU4hYTsEg6XHxhfP3M49nExh8ufcyDsvzugpc6R8w5fI17s6KmiAib2jR50h3pzcnKGDBnSv39/+l2eV9Vs9bk/eUewzkbBR3aBi51uxj0Rdy5FPnz6k8dtg+1BOhsF+tuDtvnEV1bXf0IFxudyuPyE7BKcjiA2m8Plr3KPIsl+tifU/NQdhBCHy6f/I02WuCfFS50jR9r6D9/st+jYjTuZYlNmcmQWlv/kcXvM1oBhNoL5h68FJ9a/LBGphfTUSJMFv5UpuaXfHRW/lXp/Xj5yJZWkhhCaMWOGmpoaHsCgn+8gt5GRkbm5+erVq1VVVdXV1Tdu3IjF7PTp0wMGDGAymQYGBj4+PkRUcO/ckCFDmEymoaGhi4tLm0QFIXTo0KH+/fszGAw9PT2y0ABCyMjIyNTUFBdz06ZNQ4YMUVBQUFdXNzAwIEbeHQSh2yX7BlFpk6I0EhWzE1Hmp+4cvZp68kaGuccdDpf/p28CAWTiGDHxj8sf2QVuuXj/1M3MgPs5WFSm771iuCvk71CxtDwpqghPKRhs7TvNIdTxSur+yynj7QLHbA3AhgBCoWj0Fv8/+OIBOoTQ8fCHA634A634pZV4NQvRKFt/+h1xsE4TFTCxx8B73t+0tLTBgwez2Wyy2Aku4y//ROtsFNhfive8lXnkSuoKt1vno5/UXdpy8f4yl8jDIQ9O3cz8/ey9Qda+P3ncxlGKyl8MsOK7Xa9fQ2Wrz/2BVvy6lwJfLXxexeHyT0SIr3pHP9bZJDA+EuEd/dg7+vHtDLF4JOeWDt/sN+mPyweDUv4OTf1kV7DOJkH0f7qSX1o1wf7ySFt/B/8kp7C0WfvDBlrx/eLEozL5pVUHglI4XL6VVyxOMLNQbFxj4hih9+dlg+1BW33uu9/IWHTsBofLD0l6NQEwOzt7zJgxGhoaN27cwJns0L9GRkaWlpYdegtIXOIEWhKVtipKI1Ehn2M409besbo2flU19d9oJo4RHC7f42YGKRIWlVG2/oXPxROy8DF7f9gE+8Ci8hfYm5BdMtCKv/aMeFAOIbTc9RZpi/zP/fb/3G8PsvYNffkOxD0RN1xIOwaH70yTYjCxJ8x7mGPjxo0URTU1+Bm1xX/zhbimhW30IvBCHwyw4j8pqsAhZ/x1BbdFEEJfHgzDn18P8sQGsn5xOfR2TNPuL7MTUTobBVgPEEJ5JZUjbf2NHevnTm7zia9ru99KF09gFM9wrKr5ZFfwlJ3BwpcdBq8bU+Fw+V53HuMoL2qEE/+4vPpkvQTik+np6QwGY+HChdjboX9BVDoUbwcl/lpReQtFaSQqJMfPq2qelr04H/2Ew+XHZ9W39E0cI3Q2CeijJlhUfvv31VBkXkklh8vfLnjVvkEILXGOHP/fp9zfoamDrX3LX4jHSyfYB3reyvzqYPhu/0SEkMu1hwOs+ESNSGY6s6UCJvYEe09ykJZKXFwDCZm8I3juofDcksrXFbb8hfhFuJkm7noK+M+Oa6N37KQ/Losn51fVDLL2DU8pGG8XeDoyEyFkdyl+9BZ/rAEIoUaiUisU6dr4EUHCN7X2jiWN9WkOoeSTC1/lhT7gcPlJOeIO5NeJyojNfvTxkhVuUfQu5ezs7NGjR2toaNC7hl5X3vafB1FpP8POT+G1onLp0iWKorZv396mPNFNipNzS81ORI2y9af33t5MK8QJmjhGGO4KoSeOReVAUAo5eSfzGYfLP3OrgYEK/v7CQnI74ymHyw9PKUjNf87h8tPyn9tdijc+Iv5S+8njdrMW950pKo1M5sHEnjzZ7u5odkzl0r2soZsEA6348w6F/xWYTBoQT4oq1p2JGbM1gP4inLtd3xq4cFf8sZVeUHYlOR9/Ia1yj1rrKW6Lzz0Uvty1fhXkpqKSVyr+5NobkESH6Rz+kMPlJ+eKZUNnkwCnQwIE3Bc3ffDIyutE5bM9DaZcrDsTM2Vn/dLLnT+mQnIOjm5E4LWikpCQ0Lt3b319/ZKS+rZFa0pFRKW4onrctoBPdgU7hz8MSsgNTyk4ciWVw+VHpL4SlUY/+lhUjl59NTD4RlF5USMcukmwNyDpn8jMCfbinmi/uBydTYKqmtoJ9pc3etcvqUTP+bsVFTCxpz+L7uvGcwCbWn/llVS6R6SvPBGla+M3dJMgJCmvViia5hA63i7w79DUgPs54SkFZ28/JgPjCKEnRRX4y8nBPwk3LJzC0qbsDC572XD5O/TV69CopdJBotLorVx3Jmbyjlei0snWX923hkhzzl8rKnU9vFFRUW3VFSIq/i+/iUi7BCF0OjKzraLSbPfXUlr3V93ydsaOEd8djVh75i7u+X1a9gK/ohwu/8Jd8TBpo6MzRQVM7BvB7xne1sxTKXhe9fGfQQv/vn4/Szy2R9olCKGwlHy6qCCEJu8IXv9vjLFjBLY6wXaMZ14uToEH5DG3EQ3nqTTb/bWxxe6vv0PFH3a4+wvf5Y3zVBqJCt6+pdPmqUi8wkikP43D4ezbt0/ieesxCbYkKm+hK0RULr+0lbzxX2fXixrh7P1hbRWVOnPMlwP1l4srxAZdCKGknFL6QD1CyME/aZiNwGB7kHP4Qxzm871XpjmE1plmZhfXj4Xi8/hvZ4qKiooKmNjT4fcMd7Mz6muFopKXZoekjPMOhc89FJ6YIzZ8P/tfZ5dIJFruequRqFj+Ez15R/DQTQI80FIrFI209Z/mEDrMpsGg4wT7yytPvLI2RgiJB+o3CciqSPmlVaOaDNQTWSp/UWO4K4QM1D/IE/cYH//vrcHZbjr5sZGoIIR8fHw6c0Z9e6y/mk72koio5Ofn40WpybOWoAOvrDxz5kySZlFRUbOGISRAV3O8QVTaqitEVJ6VvRizNWDyjmCnsDSnsLQ5B8JmvZWoYJPiz/aEHr2aeiAo5SOaSTFGeSVZ/N3H4fLxnADxonLesRwun94RTIfemaICJvZ08j3G3ezaX8UV1bh7yiks7XRkpvkpsQ29U1hada3w090h4+0CD4c8cLue/t3RCPwi0JsIHjczOFz+ACv+s7J6K8clzpEcLv+7o/V2XBjdMpfI4Zv9nMLSLsZkYbthbFL88Z9Bh0MeHLmSargrpKlJ8agt/nsDko6HP5y9P2zAfybFCKHqWuHoLf7T9oR63sq8GJOFlemNotL5a391QVHp0Jrs6uoqLy8vJycXElI/5NwDRaVNukJEBSF0O+Pp17xreArVdkHC1Ze//m0aU8EP79qDgoV/Xx9mIxhl67/C7RaZ/IivYpuZkbb+ZGYlNjNrNERJ6kFnikp73geSYXB0QQJNVyl+USPc7pswa38Ynoc4a3+Y+416c/kHeaWLnW6O2Ow33i7QyusenrRLF5WU3NI6e5PP975ayfFQsHgSSaNB+NT858aO4jmJHC6fPvlxiXPkiM1+ujZ+3x+9QdolGBqe/Dh6i//QTYJ5tMmP+GpgfO70vVcGW/uSltMbRQWvUpyfn98JD8XU1JSiHenp6VeuXJk0aRKDwdDS0uJyuWSZnKqqKgsLCxaLxWQyp0yZgvd4Tk9Pp8Wm8NRFIyMjCwuLDRs2qKura2pqbtmypYWC1FnBbdmypV+/fgwGQ1tb28LCAgcm3V+4VUG/C0nQyclJV1eXyWQOGzaMx+O1cJdGl1xdXXv37m1mZkYWSG4kKrGxsdOmTVNQUNDQ0DAzM8PLMyOETE1N58+f7+DgoKWlpaGhYW5ujvefRghVVVWtX7+ezWYrKSnp6ek1tYZvlId2et/cUsE3eIvxlXbmrIOig6h0EFjpSfb58+fTp09nMpn0vTekpPiRkZGdtp9KcXGxgYGBmZlZzsvjyZMnSkpK5ubmiYmJ58+fr9t3gPyC//LLL2w2WyAQxMfHm5qaqqurP336tLa21svLi6Ko5OTknJyc4mLx6gZGRkaqqqp4c8wTJ07IyMi0sBXK2bNnVVVVBQJBZmZmZGQk3spFvLrBf2MqFRUVOG85OTn//POPvLw8Ts3Dw0NbW9vLy+vhw4deXl4aGhpko8wRI0Y0u6vLrFmzcBXCopKVlaWoqHj27Fm8NTvp/iorK9PW1v7mm2/i4uKCg4MHDhxI5vmbmpqqqqquXr06MTHx0qVLZO+ZOmOQlStXTp48OSwsLDU11cHBgclkpqS8MrKVeNVtrai0qb0i8VxKMEEQFQnClM6k8DbAfD5fOosfFxfHYDC+++67Tig+fQhk48aNw4YNI3NoeDyeioqKUCgsKyvr1avXqVOncH6qq6vrPsl3795dJyHNjql88sknJOeTJk3icrnE28ixd+/eoUOHku99cpWICjmTmpqqoaGBb4oQGjx48OnTp8lVe3t7AwMD7M3IyGh2V5cnT+qtirCo1DUvrKyshg4dWlNTQ2+pHDt2TF1dHW/QiRDy9fWVlZXFC5SZmppyOBy8s6fYgsnYGD+jzMxMOTk5+qZqn3/+ubW1NcmexB1tEJWeoSudJioSf1SQYBchEB4erqKioq+vjzd36iK56pxsVFVVLVy4UE5OjvyId+h96aKyYMGCZcuWkdvFxMTUrRWdmZl57949iqIyMl6tzUF2VWlWVMzNzUki8+bNo08mI+ex49GjR/369fvwww9Xrlzp7e1NetsaiUpxcbGuru6SJUtwrLKyMoqiFBUVSYuEyWT26dOnUeKv8xJRKSoqUldXP3r0KF1U1q5dO3XqVBK3uLiYoqirV6/i7q85c+aQS7/88su0adMQQnw+n6Iokhm8t1iH7gbdNlHpAboCokKqHTjemkBUVNQHH3wwceLEt06hm0ZcvHgxk8m8ePFi5+S/I0SFPtI5f/580n3UbIkqKip8fHwsLCy0tLQMDAxwq4UuKrW1tTNnztTT06usrF9JITc3l6IoDw8Peovk4cN629RWdn/hzOzevZvNZuPdw/BASMuiMn/+fFIKS0tLvCC/p6ennJxcUlISPT85ORLbmIfckTjaLCrdXVdAVMizB8dbEwBReWt0bYo4Y8YMssFJ0+6v9957D3d/MRgM0nKqrq7u27evg4ND3fz/69evUxRVWFg/4RqPqbRJVEhuk5KSKIq6c+flitH/jakghCwsLNhsdnZ2NgmJEGKz2XZ2dvQzxN367q+67ZMrKys//PDD33//nYyptNz91ayoJCcnUxQVFvZq+XaSmQ5yvI2odGtdAVHpoJokPcmGhYXRu78yMzPJhlHiGfJPnpDPUoRQbm4ufVC0sLAwIeHVWnbFxcWxsa/WfSgrK7t79y4ZNqiqqrpz5w7pJa+trb1z505VVf1yqyKRKDo6mj5hIjY2lr7+RUJCAr2DLjk5OS/v1XrDaWlp9H72zJcHeYhZWVlpaWnEm5eXl5ycjO2IOrP7y8zMbNKkSenp6QUFBXigfs2aNYmJiRcuXKAP1FtaWrLZbD8/PzJQ/+yZeBXnJ0+eyMjIuLm55efnYyspetMHIdRyS8XV1fX48eNxcXFpaWk2NjaKiopYn0hLxcXFRU5OzsfHhwzX47s4OTkpKioeOHAgOTk5NjbWxcVl7969BGbLDtL9hYM5OzsrKCgQUSkvL9fW1l64cGFcXFxISMigQYNISwtbf5HESUsFIbR48eIBAwZgw4HIyMjt27d36IjgW4pK99UVEBVS7cDxdgTwUiW4IzskJERJSUlFRSU8PBy/FGpqagwGw9fXFyGUmJiora0tKyuLv6MzMzMHDRpEUdShQ4fE68/n548ZM6bOIHXr1q0IoZKSkilTplAUZWFhIRKJKisrZ8+eTVHU4sWLa14eixYtoijqyy+/rKysFAqF5ubmFEUZGhqWlpaKRKLNmzdTFDVu3LiCggKE0P79++s6YYYMGfL4sXiRMXd3d1lZWTabjbXBx8eHwWBoaGjgT++rV6/iPvcrV8RmzdHR0RoaGr169fLx8UEIJScn9+3bV1ZW9sSJEwihhw8fKigoNF2i5u1gthwrOTlZX19fUVGRoqgWTIorKystLCw++OADukkxTtnOzk5LS0tGRoaYFLe+pXL+/PmPP/5YVVVVWVlZX18/KCgIp0lEpZHRM0VRxCDt1KlT48aNYzAY6urqn376qbe3d8slJVcbiUptbe2IESOIqCCEWjYpJunQRaW6utrW1nbAgAG9evXS1tZesGAB/VOGRJGU4+1FpZvqCoiKpKqO1KZTXFz88ccfq6mp7d+/X1FRccaMGdOmTVNWVj548CBe1mj+/Pm9evXat2+fpqbmyJEjFy9eLCMjs3v37oEDBw4YMGDVqlV488SRI0dqampaWlpSFLVhwwZ9ff3evXvjvo7//e9/X3zxhYKCgrW1dV2H+Pfff29iYiIvL29tba2goDBr1qxVq1bJyMhwuVxVVVUDA4PffvuNoqhff/2VxWKNHj1669atFEX973//43A4gwYN2rVrl4yMzJIlS0aMGKGlpbVv375evXp9/fXXenp6ampqBw8eVFJS+vzzz6dPn66oqHjw4EF1dfVJkyYtWLBAXl5+37592traw4cPX7JkiYyMzI4dOwa+POgD41JbE6DgzRJol6i0oCtBQUEffvghu+sdKioqHA6nWRZwEgi0kgDWFYqiZs2aVVlZWV5ePn36dIqiJk+eXFJSUl1dvXDhQoqiRo8enZ+fLxQKV65cSVHUoEGDMjMzyaYS2traiYnibRp2795NUZSamlpUlHgVluPHj9eJkJKSUnCweCVHLy8veXn5Xr164WkxQUFBioqKMjIyLi4u4m0lIyN79+5NUdSePXvqDEnj4+M1NTUpirK2thaJRBkZGQMHDqQoatWqVUKhMC8vb9SoURRFGRsbV1dXFxcX6+vrUxQ1Y8aMipfHF198QVGUvr5+cXFxdXW1iYkJRVEjR47Mzc0VCoWrV6+mKGrgwIGgKK2sJ9IZrL2i8jpdWb9+/fvvv1/3xdQFj4iIBqtfSOeDh1K3k0BxcTGfzycjHBUVFXw+v7S0fq/r6upqX19fMkQsFAr9/f3JcK5IJAoODs7MFG+ago/w8PAHDx7850M3b96kb9kbHR199279xnQIofv370dGRpLAKSkpuPMNn8nIyAgJCSEDM9nZ2QEBAUKhEF8tLCwUCATEOrakpITP5xPLpcrKSj6fTwZmampqBAIB7k9DCIlEooCAAPpIDMlDt3Z4eHjQLW6xm74abLcuXednXgKi0qyurF+/XldXt/PLA3cEAkAACLSJQGlpKd3cFruhNdYmhvTAkhGVproCokKnDG4gAASAgJQQkJioNNIVEBUpqUBQTCAABIAAnYAkRYWuK2ZmZtD9RQcNbiAABICANBCQsKgQXZGRkQFRkYYKBGUEAkAACNAJSF5UiK5I4cpIdLLgBgJAAAhIIYEOERWEUEZGBrG2lEKsUGQgAASAgHQS6ChRkU6aUGogAASAgJQTAFGR8goAxQcCQAAISJIAiIokaUJaQAAIAAEpJwCiIuUVAIoPBIAAEJAkARAVSdKEtIAAEAACUk4AREXKKwAUHwgAASAgSQIgKpKkCWkBASAABKScAIiKlFcAKD4QAAJAQJIEQFQkSRPSAgJAAAhIOQEQFSmvAFB8IAAEgIAkCYCoSJImpAUEgAAQkHICICpSXgGg+EAACAABSRIAUZEkTUgLCAABICDlBEBUpLwCQPGBABAAApIkAKIiSZqQFhAAAkBAygmAqEh5BYDiAwEgAAQkSQBERZI0IS0gAASAgJQTAFGR8goAxQcCQAAISJIAiIokaUJaQAAIAAEpJwCiIuUVAIoPBIAAEJAkARAVSdKEtIAAEAACUk4AREXKKwAUHwgAASAgSQIgKpKkCWkBASAABKScAIiKlFcAKD4QAAJAQJIEQFQkSRPSAgJAAAhIOQEQFSmvAFB8IAAEgIAkCYCoSJImpAUEgAAQkHICICpSXgGg+EAACAABSRIAUZEkTUgLCAABICDlBEBUpLwCQPGBABAAApIkAKIiSZqQFhAAAkBAygmAqEh5BYDiAwEgAAQkSQBERZI0IS0gAASAgJQTAFGR8goAxQcCQAAISJIAiIokaUJaQAAIAAEpJ9DTREUkEoWFhd27d0/KnysUHwgAASDwTgj0NFF59uwZRVEaGhrR0dHvBCjcFAgAASAgzQR6pqioqKiArkhztYayAwEg8K4I9ExRcXJymjhxIujKu6pVcF8gAASklkDPFJVz5849e/YMdEVqqzUUHAgAgXdFoMeKCkIIdOVd1Sq4LxAAAlJLoCeLCuiK1FZrKDgQAALvikCbReXp06c//PDD3K56zJw5k6Koc+fOEaDQXiEowAEEpIpAaGgoRVFFRUVSVep3Xtg2i4qbmxtFUV9++WVXlZW5S5cuLSkpoZMFXaHTAHdTAkKh0NLSksVi9evXz8vLq6amxtbWlsViaWtrOzk5iUSi/fv3a2pq9unTZ+fOnUKh8OTJk3379mWxWBs2bKiurvb19R0wYACLxVq5cmV5efm1a9d0dXVZLNa333777Nmz2NjY8ePHs1isGTNmZGVlpaWlGRoaslgsfX39lJSU3Nzc2bNns1isMWPGREdHFxcXf//99ywWS0dHJzQ0tKKi4qeffmKxWP379z9//nxNTc2mTZtwxpydnUUi0V9//dXn5eHg4CAUCt3c3NhsNovFsrKyqq6u9vHx4XA4LBZr1apV5eXlYWFhw4YNY7FYxsbGRUVFMTEx48aNY7FYM2fOzM7OTk1NnTJlCovFmjx5cmpqanZ29qxZs1gs1tixY+/evVtUVGRiYsJisYYNG3br1q2mDLvgmbcQlcOHD3M4HCaTqaenFxkZ2WyhvLy8JkyY0Lt3byUlpbFjx7q7uzcbTGpPvqWoVFdXdy9koCvd63l1cm737dsnIyOzbt26efPmURQlJycnKyv7888/L168mKIoeXl5iqKWL1++atUqGRkZ7DU2Nv7111/l5eXl5OQoipo1a5aVlZWSkpKsrCxFUZMnT7a1tVVXV8fe0aNH29nZsdlsmZfHoEGD7O3tdXR0sFdTU3Pbtm3jx4+nKEpWVlZVVdXGxsbIyAjnREFBYcOGDV999RX2ysnJWVhYLFq0iGRsxYoVZmZmxPvdd99ZWlqSjM2ZM4fL5SoqKuJ8Ghoabt68WU1NDWds7Nix27Zt09bWxjkZPHiwvb394MGDsVdLS2vbtm3jxo3DGevdu/fmzZsnTZrUp0+f0tLSTn5Gb3G7toqKp7lMD2sAABnMSURBVKcng8FwcXGJj483MzNTU1PLy8tret/Q0FBvb++EhITU1NT9+/fLycn5+/s3DSa1Z6RFVGB8RWqreGsKvnr16tGjRyOERCKRl5cXj8e7efMmjujn58fj8YKDg7E3LCyMx+NdunQJe2/fvs3j8c6cOSMSiRBCiYmJPB7vxIkTNTU1CKHMzEwej+fk5FRRUYEQKigo+Pvvv48cOVJcXIwQKi0tdXR05PF4ubm5CKGqqipnZ2cej/fw4UOEUG1trYeHB4/Hi4uLwxk7d+4cj8cjn88CgYDH44WGhuKcXLlyhcfj8fl87I2KiuLxeP/++y/OWHx8PI/Hc3d3r62tRQilp6fzeLzjx49XVlYihPLy8ng8nqOjI27il5SU4Izhn9TKysrjx4/zeLz09HSE0KVLlyiKevToEb5Rh/41MjJa8/JQVVV9//33bWxscHHc3d0nTJigoqKiqam5aNEi+k+/r6+vjo6OgoLC1KlTXV1d29T9paent2bNGlwioVDIZrN37NjxxgKOHz/exsbmjcGkJ4AUiQroivRU67aW1NHRkaKoU6dOtTWitIWvqKiYMGFC//79nz9/3gllNzIyUlFRsbS0TEpK8vDwUFJSOnbsGELI2dlZIBCkpaXduHHDwMBg9uzZODOPHj1iMpnr1q3D4TU1NYmoZGZmKr/m+PPPPxFCL168kJOTO3/+PCnX0qVL582bR7xNHSKRKCgoSElJKTAwsOlVqT0jXaICuiK1Fb3lgotEomnTpn322WctB4OrN2/erOvc67TfUCMjo+HDh+PWCUKIy+UOHz680VOIioqiKAqLnLW19YgRI0gALpdLRKWmpubBa46nT58ihLKysiiKioiIINE3bNigp6dHvHRHcXGxsrKyvLw8k8l0dnamXwK31IkK6ApU+qYE8vLy+vXr9/XXXze99A7PTN4RvO5MTKdl4NHTcg6Xf/Rqagt3jI+PrxtfsbOzayGMBC8ZGRktX76cJHjhwgV5efna2trbt29/9dVX/fr1U1FRUVJSoigqPj4eIfT11183Ck9EhSTyOkebREUoFD548ODu3bt79uzp3bs36YR8XeJSdV4aRQV0RaqqeGsKa2lpqaamlpmZ2ZrAnRaGLiopuaV/BSY/elouqbuHJOb9FZhMT601olLXTWRtbU1RFB4HokfvCHezolJWVvb+++//8MMPYWFhiYmJAQEBFEXdvXu3ZVHpiO4vXOQVK1Z88cUXHVH8bpqmlIpK19eVthqudNP610WyvXr16r59+3bOOEHri0wXFd/YbA6XH5Fa2ProLYfcfCGOw60f1cchWykqPB6vMwfq6d1ZVlZWw4cPv337Nj0DJ0+eJKJibW09cuRIUnArKyvSUnlj9xdCSE9P7+eff8bRhUJh3759WzNQv3z5ciMjI3JTcHSUqJS/EFu/tP5oGl4kElVWiy1VOu7oynbGbyEqYGL/1lUlLi5ORUVl5cqVLaTQtIq2EFgil7qgqGRkZCgqKi5evJiMc0ikpK9LBA/Ur127Nikp6fTp08rKyo6Ojvn5+QwGY8OGDWlpaRcvXhw6dCgRlczMTAaD8dtvvyUlJZ06dUpLS4uIyutuQT/v6enJZDLd3NwSEhJWrVqlpqZGGmRLliyxsrLCgbdv3x4YGJiWlpaQkLBnzx55eXknJyd6OlLulpio/BWYzOHyU3JLLU5Hj97iP3t/WEJ2ybozMZ/sCtbZJJhgf/m3f2Oelb0guJuGRwhN3hG83PXWleT8rw6G62wSHA8X21ZmFpb/5HF7zNaAYTaC+YevBSeK7S+xkeW4bQF2l8R9qQghoVA0aov/QCt+cUX9HJq/Q1MHWfuWVbUkb11WV9oqKmBij6vBW/+dP39+o4H6plW0plZ4ICjFcFeIzkbB5B3Bu/wSq2peffdwuPxGHUp0Vfg36hGHy49Kf2p3KX68XaCujZ/ZiajC51UkwyKR6GBQysd/Bg2zEXx3NCI5t5REx3E5XD75R5os7hHp0/de0dkomPTHZZvzcaTy42T597K/PBg2dJNg3LYAy3+ic4rFBsR11szrzsSQpLADIURaKqduZuIyzj0UHvOowXR0PFBPzJpxah3318jIyNzcfPXq1aqqqurq6hs3bsRidvr06QEDBjCZTAMDAx8fHyIq2OJ5yJAhTCbT0NDQxcWlTaKCEDp06FD//v0ZDIaenh4xK0cIGRkZmZqa4pJu2rRpyJAhCgoK6urqBgYGnp6eHUegO6YsYVGZvvfKyhNR7jcy3CPSj11NMz4ScSAo5XRk5laf+8NsBPMOXyMfOPiNpYfHomK0O2TM1oCdfokeNzMiUgvzS6sm2F8eaevv4J/kFJY2a3/YQCu+X1wOZr3CLeqrg+HYfT+rmMPlD7TiE9VZ7npr7qH6qy08mw7SFTCxb4F5V7vk6+tbN91v27Zt9Iw1raL4t/gnj9vuEelrz9zlcPlmJ6JIlNaIypwDYYuO3XC7nv4HP36Qta/5qTsk+p6AJA6Xv8wl8kRE+oazMXp/Xh5vF4gH6jMLy7dcvM/h8nf7J3pHP/aOfpxfKlYjnMPFTjfdrqfbXogbZO0771B4da0Qp4mlaN6h8OPhD3f6JQ6zEUzZGYxV53bGsx+P3+Rw+Tg17+jHRFTmHAgz2h1y5Eqq45XU8XaB+tuDSIJ4qg2bzf74449fvHj1gUiKIHGHkZGRpaWlxJOFBDuUgIRFxeL0q/0WG3VeXYzJ4nD5kQ/F1nvkfaCHx6LC4fKvJOeTMm/ziedw+bfS62OVVdV8sit4ys5goVA81+zoVXFb5PnLtojrtYeTdwTPO3xthyARN1xGb/En7RiSYLOOjtAVMLFvFnXXPLl69WodHR2hsP7nGGcS/2STKhqfVcLh8rnnXu1U/advAofLv55agMO3RlQWO90k31V2l8S6UlIpblgXPq/S2ShY7nqLXN3tn8jh8on1V9MxFRzlx+M38buAEDoRkc7h8s9EiaclVtcKJ9gHfvHXVfIaBifmcrj8vf8Nzr9uTGXctoDi8vq2fmC8OEpQQn3fAC7mmTNn6EMaHfpAQVQ6FG8HJS5hUbmZ1sxAYmV17dOyF7hx7fyyR4uISqPwk3cEf7KrfuoyLvA0h9B5h6/RC88LfcDh8pNyxKtERGc+IyJk7nHnV8+7f/Djv/n7OkIoIVv8E0DaNPQUmnVLXFfAxL5Zzl3z5JYtWxgMxo0bN+jZw6JCqujhEHHFe5D3anmSvNJKDpf/B7++A7Y1osK/l01u4ReXw+HyE7LF69RduPuE1GQcoPB5VcuigqOEJL1aR+RFjXCUrf/qk7cRQrczxK+G+40McjuE0Gd7QknL/nWiYnNePIEfH8Xl1Rwu3+WauBcaHyKRyNjYWFlZGc/t+O90R/0PotJRZDsyXQmLSlaReDkKfBSVv9hy8f4E+0B67+3+yyn4Kn5j6eFxS2XRsQYvts4mwVpPsbEgOQLui19F3MdVXSvUtfFz8E9CCE384/Kpm5mB8bk6GwWV1bX4q43eZ01SeJ2D6IpEXphmrSHBxP518N/t+aqqqrFjx86YMYOejUZV1No7dqAVn94XhBAavcX/Jw/xjzhCqDWiEp35jNwiIrWQw+XfePkdhj+V6rq5yFWE0JitAS20VJqNMnt/GO7yxR0D1x/Ut6JwsmYnosbb1c/9fp2o/B3aYJ4Kh8vfd/mV5TGeaQhLKNIfE7gbEZCwqDylDcX/4HRjmI1gb2CyX1xOWEr+leR8+luH31h6eDJQT89iy6KCEPr+6A3jIxHpBWX4K7Ko/MUAK/GLuubUnc/21C+LRE+wBXcniAqY2LfA/x1eakFUSBXFolLz34gFzm3LoqK/PYioAh7huPf41bg3FhU85N6sQrwTUWk0+ZH+ziKEQFTeYS3tLrfuKFHBDWfSLkEIPXz5u0/MY1opKk27v/4OTSXdXwihvYHJOpsEJ29kjLcLxP3RX/x19WBQit6fl628Ylv/GIiiREe/GhZqffSmIY2MjMDEvimWrnmmhe4vIipNu7/yS8U9VKT7a8zWgK0+90kBX9QIB1n7tlJU3tj9JWgyT6X57q8tLXV/fb73Cun+sm3dPJVGoiISiUxMTJSUlCTSmiesOs0hkf40Doezb9++Tstzt7tRR4lKaaW4N5becLY5L55s1VZRwQP1tzPqOw3KX9QY7gohA/UIofCUAg6XP21PKLHD2XQ+dppDKLZsaeXzkLiiYBtEFRUVMLFv5SN4t8FaGKgnooIH6ulfKtsFDQbq5x4Kn3MgjBTE7bp42LyVolL4vGrIRt8WBupDk/I4XL7//Xq7RzK2v9Q5koztu9/IaDRQP3PfVWL0HPIyBTJQv0MgNgSgmyATk2JShGb79LrRQH1Tu3yJiEp+fn55eYOOSjqxdrrxysozZ84k6RQVFVEU1Y1WgukoUUEIGTtG4AEP9xsZZieiZu0PewtRwSbFo7b47w1IOh7+cPb+sAE0k2KEUPmLmsHWvhwu3yksDT8G3JvM4fIfP2vVg+8IRcGiAib25MXo4g6BQPA6k2IiKmR6h/mpO+4R6di8mHzKIIQ8bop/0//nfvvkjYyN3rGf7AomNsEIoZa7vxBCu/zEv/LYpPj3s/foJsXi1elLKwdZ+37Nu3b29uOLMVkFLye44Ob+j8dvnohI33LxfrMmxfMPX3MOf7jLL1HXxo+YFNeNQfLviafor/W8ez76ycWYLGJS3HL3V0FBAZvN1tfX7xYmxR0kKh1amV1dXfFeOCEhIfhGICqvrNdziitXuUeN3uI/aou/ucedvBKxqUxbWypk8uPoLf5DN4lnupBpKOTRzjsUzuHy7/43SyunWHwjg+1BJEALjg5SFCwqYGLfAvmudul1kx/polJTK9x/OeWTXcFDNvoabA9qNPlRKBTtECTiiY1LnCMzCsvI7MXWiIpQKNp/OWXSH5ebTn7ErP6JFM9JHPTyE4pMfjwRkf7ZntAhG30n2F/edD6W3vIQzwS8lzXnQJjOJsHYhpMfxfu1CEVbLt7/yC5wgJV4TmUrRaUzJz+amppStCM9Pf3KlSuTJk1iMBhaWlpcLhdvWoO3orGwsGCxWEwmc8qUKXhjyvT0dFpsCk9dNDIysrCw2LBhg7q6uqam5pYtW1qoh3VNwC1btvTr14/BYGhra1tYWODApPsLtyrodyEJOjk56erqMpnMuq02eTxeC3dpdMnV1bV3795mZmZkgeRGohIbGztt2jQFBQUNDQ0zMzOytpCpqen8+fMdHBy0tLQ0NDTMzc3JVopVVVXr169ns9lKSkp6enod3eiRWEulEZpu4e04RQFR6RYVgGSyNcu0kMDS7OjMZVqKi4sNDAzMzMxyXh5PnjxRUlIyNzdPTEw8f/78Bx98QH7Bf/nlFzabLRAI4uPjTU1N1dXVnz59Wltb6+XlRVFUcnJyTk4O3hjNyMhIVVV169atKSkpJ06ckJGRaWEZ/7Nnz6qqqgoEgszMzMjISLyVi7hL8L8xlYqKCpy3nJycf/75R15eHqfm4eGhra3t5eX18OFDLy8vDQ0NNzc3XG1GjBjR7K4us2bNwgGwqGRlZSkqKp49exYhRBeVsrIybW3tb775Ji4uLjg4eODAgWSev6mpqaqq6urVqxMTEy9dukT2nkEIrVy5cvLkyWFhYampqQ4ODkwmMyWl3gq3Iyqz9IpKhyoKiEpHVNaOS7NrLijZceVtT8qdvKAkae5v3Lhx2LBhZACJx+OpqKgIhcKysrJevXqRDdaqq6vrPsl3795d9w422/31ySefkOJPmjSJy+USbyPH3r17hw4dSr73yVUiKuRMamqqhoYGvilCaPDgwadPnyZX7e3tDQwMsDcjI6PZXV2ePHmCA2BRqWt+WVlZDR06tKamhi4qx44dU1dXLysrw4F9fX1lZWXxAmWmpqYcDgfv7CkefTA2/u677/D2o3JycllZ4h5OfHz++efW1tb/+ST/v5SKSkcriuQfFKTYkQS65tL3HVnit0/b2tpaRkaGrLT49gm1IiZ9XH3BggXLli0jkWJiYiiKyszMvHfvHkVRGRmvpnmSXVWaFRVzc3OSyLx58+j7r5Dz2PHo0aN+/fp9+OGHK1eu9Pb2Jr1tjUSluLhYV1d3yZIlOFZZWRlFUYqKiqRFwmQy+/Tp0yjx13mJqBQVFamrqx89epQuKmvXrp06dSqJW1xcTFHU1atX67aINjU1nTNnDrn0yy+/TJs2TTx4xudTFEUyg/cWMzExISEl7pBGUQFFkXg16u4J5ufnd8FNurog1c7fpIu0VCQlKiRBhND8+fNJ91GztCsqKnx8fCwsLLS0tAwMDHCrhS4qtbW1M2fO1NPTq6ysX6wzNzeXoigPDw96i+Thw/pVCVrZ/YUzs3v3bjabjXcPwwMhLYvK/PnzSSksLS3xgvyenp5ycnJJSUn0/OTkvDIjJFEk5ZA6UQFFkVTV6UnpwHbCrXyanbyd8IwZM8gGJ027v9577z3c/cVgMOjdX3379nVwcEAIXb9+naKowsJXa0fRmz6tERWCJSkpiaKoO3fEC4DSRcXCwoLNZmdnv1p9ByHEZrNftzlm67u/6rZPrqys/PDDD3///XdiUtxy91ezopKcnExRVFjYK2N3UqgOckiXqICidFA16u7JOjo6UhRFfpi6e3E6Lv8VFRUTJ07s378/MTrquHvV7RtvZmY2adKk9PT0goICPFC/Zs2axMTECxcu0AfqLS0t69ZO9vPzIwP1z56JZ7Y9efJERkbGzc0tPz8fZ7hNouLq6nr8+PG4uLi0tDQbGxtFRUWsT0RUXFxc5OTkfHx8yHA9vouTk5OiouKBAweSk5NjY2NdXFz27t3bSlCk+wuHd3Z2VlBQIKJSXl6ura29cOHCuLi4kJCQQYMGkZYWtv4idyEtFYTQ4sWLBwwYgA0HIiMjt2/fzuc32J+NxJKIQ4pEBRRFIjWmRyayevXq0aNH4016vLy8eDwe2UvDz8+Px+MFB9evcxoWFsbj8S5duoQ53L59m8fjnTlzBg8gJyQk8Hi8EydO4P73zMxMHo/n5ORUUSFeEy8/P5/H4x05cgRbIpWWljo6OvJ4PDw+UVVV5ezszOPxcFdJbW3tyZMneTxeXJx4hUeRSHTu3Dkej0f2MhEIBDwej5iHXrlyhcfjkR+LqKgoHo/377//4ozFx8fzeDx3d3ecsfT0dB6Pd/z4cdxpk5eXx+PxHB0dS0rEq1uWlJTgjOXliVerrPtePn78OI/HS09PxxuWdNoqxcnJyfr6+oqKihRFtWBSXFlZaWFh8cEHH9BNivEDsrOz09LSkpGRISbFre/+On/+/Mcff6yqqqqsrKyvrx8UVD9LgYhKI6NniqKIQdqpU6fGjRvHYDDU1dU//fRTb2/vVr44jUSltrZ2xIgRRFQQQi2bFJO70EWlurra1tZ2wIABvXr10tbWXrBgQWxsG1YbIWm20iEtogKK0soKIZ3B9u3bJyMjs27dunnz5lEUJScnJysr+/PPPy9evJiiKHl5+box4eXLl69atYp4jY2Nf/31VzxPjaKoWbNmWVlZKSoqysrKUhQ1efJkW1tbdXV17B09erSdnR2bza6bYikjIzNw4EB7e3sdHR3s1dTU3LZt2/jx4ymKkpWVVVVVtbGxMTIywjlRUFDYsGHDV199hb1ycnIWFhaLFi0iOVmxYoWZmRnxfvfdd5aWlnIvD4qi5syZw+VyFRUV5eTkKIoyNDTcvHmzmpoaztjYsWO3bduGf3ZlZGQGDx5sb28/ePBgnLG689u2bRs3bhzOWO/evTdv3jxp0qQ+ffqUlr5arVk66wyU+nUE3lJUvvzyy7ld9Vi6dCn+4CJlBkUhKMDRLAGhUGhpaclisfr37+/l5VVTU2Nra8tisbS1tZ2cnEQi0YEDBzQ1Nfv06bNr1y6hUHjy5Mm+ffuyWKzff/+9urra19d34MCBLBZrxYoV5eXl165d09XVZbFY33777bNnz2JjY8ePH89isWbMmJGVlfXw4UNDQ0MWi2VgYJCSkpKbmztnzhwWizVmzJjo6Oji4uLvv/+exWLp6OhcuXKloqLip59+YrFYHA7nwoULNTU1mzZtwhlzcXERiUR//fUXzpiDg4NQKDxx4gSbzWaxWNbW1tXV1T4+PgMGDGCxWKtWrSovLw8LC6ubi8disYyNjYuKimJiYsaNG8disWbOnJmdnZ2amjplyhQWizV58uTU1NTs7OxZs2axWKxx48bdvXu3qKjIxMSExWLp6uri2YXNkoSTQKDNovL06dMffvihqwrK3JkzZ1IUde7cOfJoQVEICnAAASDQlICHhwfd4ha76avBNo0CZ1og0GZRaSGtrnDp2bNndFEBRekKDwXyAAS6MoHS0lK6uS120ye+dOXMd8G89WRRAUXpghUOsgQEgEDPJtBjRQUUpWdXXCgdEAACXZNAzxQVJyeniRMnamhoSGrHra758CBXQAAIAIGuRqBnioqKigooSlerapAfIAAEpIFAzxQVUBRpqLtQRiAABLoggZ4mKiKRKDw8/N69e12QNWQJCAABINDjCfQ0UenxDwwKCASAABDoygRAVLry04G8AQEgAAS6GQEQlW72wCC7QAAIAIGuTABEpSs/HcgbEAACQKCbEQBR6WYPDLILBIAAEOjKBEBUuvLTgbwBASAABLoZARCVbvbAILtAAAgAga5MAESlKz8dyBsQAAJAoJsRAFHpZg8MsgsEgAAQ6MoEQFS68tOBvAEBIAAEuhkBEJVu9sAgu0AACACBrkwARKUrPx3IGxAAAkCgmxEAUelmDwyyCwSAABDoygT+H+aB2yfIFD0oAAAAAElFTkSuQmCC"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "t = ax.text(0.5, 0.5, \"Direction\",\n",
    "            ha=\"center\", va=\"center\", rotation=45, size=15,\n",
    "            bbox=dict(boxstyle=\"rarrow,pad=0.3\",\n",
    "                      fc=\"lightblue\", ec=\"steelblue\", lw=2))\n",
    "bb = t.get_bbox_patch()\n",
    "bb.set_boxstyle(\"roundtooth\", pad=0.8)\n",
    "bb.set_boxstyle(\"larrow, pad=0.6\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.8, 0.8, 'aa')"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 216x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(3, 3))\n",
    "ax.annotate(\"aa\",\n",
    "            xy=(0.2, 0.2), xycoords='data',\n",
    "            xytext=(0.8, 0.8), textcoords='data',\n",
    "            arrowprops=dict(arrowstyle=\"->\", connectionstyle=\"arc3\"))"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### annotate方法中，connectionstyle的说明，共有5种弧度，分别是arc,angle,angle3,arc3,bar\n",
    "#### 例如，选中angle3后，参数angleA和angleB的取值范围是[-180,180]，表示箭头与x轴的夹角，其中angleA表示箭头起点与x轴的夹角，angleB表示箭头终点与x轴的夹角\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 箭头的选型\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.8, 0.8, 'Test')"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 216x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(3, 3))\n",
    "\n",
    "ax.annotate(\"Test\",\n",
    "            xy=(0.2, 0.2), xycoords='data',\n",
    "            xytext=(0.8, 0.8), textcoords='data',\n",
    "            size=20, va=\"center\", ha=\"center\",\n",
    "            arrowprops=dict(arrowstyle=\"->\",\n",
    "                            connectionstyle=\"arc,angleA=-90,angleB=0,armA=30,armB=30,rad=5\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(3, 3))\n",
    "\n",
    "ann = ax.annotate(\"Test\",\n",
    "                  xy=(0.2, 0.2), xycoords='data',\n",
    "                  xytext=(0.8, 0.8), textcoords='data',\n",
    "                  size=20, va=\"center\", ha=\"center\",\n",
    "                  bbox=dict(boxstyle=\"round,pad=0.5\", fc=\"w\"),\n",
    "                  arrowprops=dict(arrowstyle=\"-|>\",\n",
    "                                  connectionstyle=\"arc3,rad=-0.2\",\n",
    "                                  facecolor=\"k\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### facecolor=\"k\" 表示箭头的颜色"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 216x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(3, 3))\n",
    "\n",
    "ann = ax.annotate(\"Test\",\n",
    "                  xy=(0.2, 0.2), xycoords='data',\n",
    "                  xytext=(0.8, 0.8), textcoords='data',\n",
    "                  size=20, va=\"center\", ha=\"center\",\n",
    "                  bbox=dict(boxstyle=\"round4\", fc=\"w\"),\n",
    "                  arrowprops=dict(arrowstyle=\"-|>\",\n",
    "                                  connectionstyle=\"arc3,rad=0.2\",\n",
    "                                  relpos=(0., 0.),\n",
    "                                  fc=\"w\"))\n",
    "\n",
    "ann = ax.annotate(\"Test\",\n",
    "                  xy=(0.2, 0.2), xycoords='data',\n",
    "                  xytext=(0.8, 0.8), textcoords='data',\n",
    "                  size=20, va=\"center\", ha=\"center\",\n",
    "                  bbox=dict(boxstyle=\"round4\", fc=\"w\"),\n",
    "                  arrowprops=dict(arrowstyle=\"-|>\",\n",
    "                                  connectionstyle=\"arc3,rad=-0.2\",\n",
    "                                  relpos=(1., 0.),\n",
    "                                  fc=\"w\"))\n",
    "\n",
    "\n",
    "ann = ax.annotate(\"Test\",\n",
    "                  xy=(0.2, 0.2), xycoords='data',\n",
    "                  xytext=(0.8, 0.8), textcoords='data',\n",
    "                  size=20, va=\"center\", ha=\"center\",\n",
    "                  bbox=dict(boxstyle=\"round4\", fc=\"w\"),\n",
    "                  arrowprops=dict(arrowstyle=\"-|>\",\n",
    "                                  connectionstyle=\"arc3,rad=-0.2\",\n",
    "                                  relpos=(0.5, 0),\n",
    "                                  fc=\"w\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### relpos，箭头的初始位置"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 两个子图之间的指向"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(1, -3, '')"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-1, 1)\n",
    "\n",
    "fig, (ax1, ax2) = plt.subplots(nrows=1, ncols=2, figsize=(6, 3))\n",
    "ax1.plot(x, -x**3)\n",
    "ax2.plot(x, -3*x**2)\n",
    "ax2.annotate(\"\",\n",
    "             xy=(1, -1), xycoords=ax1.transData,\n",
    "             xytext=(1, -3), textcoords=ax2.transData,\n",
    "             arrowprops=dict(arrowstyle=\"<->\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.2, 0.3, 'raw string Mathtext: $\\\\alpha > \\\\beta$')"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(figsize=(5, 5))\n",
    "ax.text(.2, .7, \"plain text: alpha > beta\")\n",
    "ax.text(.2, .5, \"Mathtext: $\\\\alpha > \\\\beta$\")\n",
    "ax.text(.2, .3, r\"raw string Mathtext: $\\alpha > \\beta$\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$\\alpha > \\beta$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$\\alpha_{a1}> \\beta_{b2}$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$\\sum_{i=0}^\\infty x_i$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$\\sum$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$\\infty$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.2, 0.1, '$\\\\sum_{i=0}^\\\\infty x_i$')"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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GRga7du3igw8+qHYb7dq1IzU1FYC0tDQKCgqq1Lzxxhts3LiR7t27k5qayhtvvMHOnf97r69Zs2axYsUKcnNzufvuu6vdz7Jly7j44ourzF+5ciVdu3YlMTGRxo0bU1payp133lmlLi4ujiFDhvDSSy+xZs0adu7cSdu2bdmwYUOo5sSJE+zevZuJEyfy+eefk5aWxmOPPVZtPyKxFKn7Mksthg0bxl133cXq1as5cKD8/lurV69m5cqVrFu3jiZNmtCnTx9KSkqqXb9hw4ah53FxcaFT5orcnQkTJvDrX/+62m0cOHCAwsJCjh07RklJCfHx8WH3n5eXR9euXQHYu3cvTZs2JTMzs9raQ4cO8fzzz7No0SIaNGjAwoULSU5ODi3fvn077duX36W2cePGZGZm8sknn4Tdi0i06AgxRiZNmsTs2bPp0qVLaN6hQ4do3rw5TZo0Ydu2baxfvx6AZs2a8dVXX4W13Yq111xzDUuXLuWzzz4D4IsvvuCjjz4K1d50003MnTuXcePGcc8995zWvho0aMCePeW347733nspLS2ttm78+PF069aN/Px8Fi9ezJtvvsmNN95Io0aNQjWbNm3i6NGjHD9+nKNHj/Lcc88xYsSIsMYrEk0KxBhp3bo1P/3pT0+aN2DAAMrKykhISGD69OlkZGQA0KJFCzIzM0lKSqr1QkfF2qeffppf/OIX9O/fn+TkZPr168e+ffsAWLx4Meeffz5jx45l+vTp5OTksGrVqir7GjRoEHv37q2yn7Fjx7JmzRo6duxISkoKPXv25Gc/+1mVuhtuuIHt27fz4IMPho4CK8vLy6O4uJjLL7+czMxMJkyYQEpKSjgvo0hU6TakEnP9+vXj8ccfr/G7lSJnQrchlbPKtm3b6NSpU323IVKFLqpIzO3atau+WxCplo4QRUQCCkQRkYACUUQkoEAUEQkoEEVEAgpEEZGAAlFEJKBAFBEJKBBFRAIKRBGRgAJRRCSgQBQRCSgQRUQCCkQRkYACUUQkoEAUEQkoEEVEAgpEEZGAAlFEJKBAFBEJhBWIZjbAzLab2Q4zm36KulFm5mZWp1sAiojUp1oD0czigCeBgUBnYIyZda6mrhnwf4D/iXSTIiKxEM4RYg9gh7vvdPdS4HlgeDV1c4HfACUR7E9EJGbCCcRLgIo30t0dzAsxs25AG3d/NYK9iYjE1BlfVDGz7wCPAXeGUTvFzHLNLHf//v1numsRkYgKJxD3AG0qTLcO5n2tGZAErDazAiADyKruwoq7L3D3dHdPb9WqVd27FhGJgnACMQdob2btzKwB8EMg6+uF7n7I3Vu6+/fd/fvAemCYu+dGpWMRkSipNRDdvQy4DXgN+Afworu/Z2ZzzGxYtBsUEYmV88IpcvdlwLJK82bVUNvnzNsSEYk9/VJFRCSgQBQRCSgQRUQCCkQRkYACUUQkoEAUEQkoEEVEAgpEEZGAAlFEJKBAFBEJKBBFRAIKRBGRgAJRRCSgQBQRCSgQzwFffvklv/vd705Zc+WVV0Zsf2bG+PHjQ9NlZWW0atWKIUOGnHK9yn0WFBSQlJRUa93pOtP1z8SsWbPo0qULHTp0YMGCBfXSg9SdAjFG3J0TJ05EZdunCoCv9/v3v/89YvuLj49ny5YtFBcXA7BixQouueSSWtYKP6i+aYF48ODBsOpee+01Nm3aRF5eHn/+85/561//GrEeJDYUiFFUUFBAx44dufHGG0lKSmLXrl2MGDGCtLQ0EhMTQ0cQDz/8MPPmzQPgjjvu4F/+5V8AWLVqFePGjTtpm0eOHGHw4MGkpKSQlJTECy+8wPTp0/nwww9JTU1l2rRp1e63adOmoZ4SEhKYPHkyiYmJ9O/fPxRsc+fOpWPHjvTq1YsxY8bwyCOP1Di2QYMG8eqr5TdZXLJkCWPGjDlpeXXjrNwnwPHjx6v0Ul3dH//4R3r06EFqaio33XQTx48fJycnh+TkZEpKSjhy5AiJiYls2bKl2vVr8t5773HttdfSoUMH5s6dy+23305OTs5JNenp6YwbN45Vq1bh7jVuKysri4kTJ3Ls2DGeeOIJRo0adcp9yzeQu9fLIy0tzc91+fn5bma+bt260LwDBw64u3tRUZEnJib6559/7uvWrfPRo0e7u3uvXr28e/fuXlpa6vfff7/Pnz//pG0uXbrUf/KTn4Smv/zyS8/Pz/fExMRT7jc+Pj60LC4uzjdt2uTu7tdff70/++yzvmHDBk9JSfHi4mI/fPiw/+AHP/CHH3642nHFx8f7O++846NGjfLi4mJPSUnx7OxsHzx48CnHWV2f1fVSuW7r1q0+ZMgQLy0tdXf3qVOn+jPPPOPu7vfdd5/feeedfsstt/ivfvWr0HYrru/uPnDgQN+zZ89J84qLiz0hIcG3bNniRUVF3rZtWx85cmSV8ZaVlfkrr7ziI0eO9E6dOvkvf/nLKttyd7/iiiv86aef9iZNmnjnzp39yJEj1b5+El1Artcxl3SEGGWXXnopGRkZoel58+aRkpJCRkYGu3bt4oMPPiAtLY2NGzdy+PBhGjZsSM+ePcnNzWXt2rX07t37pO116dKFFStWcM8997B27VouvPDCsPZbUbt27UhNTQUgLS2NgoIC3nrrLYYPH06jRo1o1qwZQ4cOPeW4kpOTKSgoYMmSJQwaNKjK8urGGW4vlb3xxhts3LiR7t27k5qayhtvvMHOnTuB8s/sVqxYQW5uLnfffXeN/S5btoyLL774pHkrV66ka9euJCYm0rhxY0pLS7nzzqp3042Li2PIkCG89NJLrFmzhp07d9K2bVs2bNgQqjlx4gS7d+9m4sSJfP7556SlpfHYY4/V2I98M4V1TxWpu/j4+NDz1atXs3LlStatW0eTJk3o06cPJSUlnH/++bRr145FixZx5ZVXkpycTHZ2Njt27CAhIeGk7XXo0IG3336bZcuWMWPGDK655hpuvPHGU+63soYNG4aex8XFhU6ZT9ewYcO46667WL16NQcOHKh1nHXtxd2ZMGECv/71r6ssO3DgAIWFhRw7doySkpJTjruyvLw8unbtCsDevXtp2rQpmZmZ1dYeOnSI559/nkWLFtGgQQMWLlxIcnJyaPn27dtp3749AI0bNyYzM5NPPvkk7F7km0FHiDF06NAhmjdvTpMmTdi2bRvr168PLevduzePPPIIV111Fb1792b+/Pl07doVMztpG3v37qVJkyaMHz+eadOm8fbbb9OsWTO++uqrM+otMzOTV155hZKSEgoLC/mv//qvWteZNGkSs2fPpkuXLmGNM9w+K9ddc801LF26lM8++wyAL774go8++giAm266iblz5zJu3Djuueee09pPgwYN2LOn/Bbj9957L6WlpdXWjR8/nm7dupGfn8/ixYt58803ufHGG2nUqFGoZtOmTRw9epTjx49z9OhRnnvuOUaMGFFrD/LNokCMoQEDBlBWVkZCQgLTp08/6ZS2d+/e7Nu3j549e/K9732PRo0aVTldBti8eXPo4sIDDzzAjBkzaNGiBZmZmSQlJdV6EaEm3bt3Z9iwYSQnJzNw4EC6dOlS4+n411q3bs1Pf/rTsMcZbp+V6zp37swvfvEL+vfvT3JyMv369WPfvn0sXryY888/n7FjxzJ9+nRycnJYtWpVtfsZNGgQe/fuPWk/Y8eOZc2aNXTs2JGUlBR69uzJz372syr93HDDDWzfvp0HH3wwdBRYWV5eHsXFxVx++eVkZmYyYcIEUlJSTvn6yTeP+SmumkVTenq65+bqXvbfJIWFhTRt2pSioiKuuuoqFixYQLdu3eq7rbNCv379ePzxx6v9XqXElpltdPf0uqyrzxAlZMqUKWzdupWSkhImTJigMDwN27Zto1OnTvXdhpwhBaKEPPfcc/Xdwllr165d9d2CRIA+QxQRCSgQRUQCCkQRkYACUUQkoEAUEQkoEEVEAgpEEZGAAlFEJKBAFBEJKBBFRAIKRBGRgAJRRCSgQBQRCSgQRUQCCkQRkYACUUQkoEAUEQkoEEVEAgpEEZGAAlFEJKBAFBEJhBWIZjbAzLab2Q4zm17N8p+b2VYze9fM3jCzSyPfqohIdNUaiGYWBzwJDAQ6A2PMrHOlsk1AursnA0uBhyLdqIhItIVzhNgD2OHuO929FHgeGF6xwN2z3b0omFwPtI5smyIi0RdOIF4CVLwL9+5gXk1+DCyvboGZTTGzXDPL3b9/f/hdiojEQEQvqpjZeCAdeLi65e6+wN3T3T29VatWkdy1iMgZOy+Mmj1AmwrTrYN5JzGza4H7gKvd/Whk2hMRiZ1wjhBzgPZm1s7MGgA/BLIqFphZV+D3wDB3/yzybYqIRF+tgejuZcBtwGvAP4AX3f09M5tjZsOCsoeBpsCfzCzPzLJq2JyIyDdWOKfMuPsyYFmlebMqPL82wn2JiMScfqkiIhJQIIqIBBSIIiKBsD5DlMhxd2bNmsUVV1zBvn37KC0t5dZbb63vtkQEHSHG3Ntvv81VV11Fbm4uAOeddx5ffvll/TYlIoACMeYuu+wyfv/731NYWMjatWt58803ueCCC+q7LRFBp8wx17x5c5YuXVrfbYhINXSEKCISUCCKiAR0yhwjhYWFlJSUnLKmRYsWmFmMOhKRyhSIMXLHHXfwhz/84ZQ1+/fvp2XLljHqSEQq0ylzjNx88800bdqUxMREPvroI/bv31/l0aJFi/puU+RbTYEYI2lpabz00ku8//773HrrrTRv3pyWLVue9NDpskj9UiDGUL9+/Vi4cCGvvvoqU6dOre92RKQSBWKMjR8/nt/85jc89dRTzJkzp8a6vn37smLFCgBmzJjB7bffHqsWRb61dFGlHkybNo29e/cye/ZsWrduzaRJk6rUPPDAA8yaNYvPPvuMTZs2kZWl/3NXJNrM3etlx+np6f7173m/jT755BMuv/xy2rVrx7vvvst3vlP1YP3qq6+msLCQ1atX06xZs3roUuTsY2Yb3T29LuvqlLkeFBUVMWzYMOLj48nKyqo2DDdv3sy+ffto0KDBSWE4c+bMWLYq8q2iQIyxEydOMHbsWDZv3kxWVhaXXXZZlZp9+/Yxbtw4Xn75ZZo2bcp///d/A+VHlceOHYt1yyLfGgrEGLvjjjvIysri2WefJSMjo8ryoqIirrvuOh599FESEhKYOXMmDzzwAAB5eXmkpqbGuGORbw9dVImhf//3f2fevHk89NBDjB49utqaJk2asG7dutD0VVddFZrOy8tjxIgRsWhV5FtJgRgjL7/8Mj//+c8ZOHAgQ4cOZdu2bVVq2rZtS5MmTWrcxgcffECHDh2i2abIt5quMsdIcnIymzdvPmVNdnY2ffr0iU1DIueoM7nKrCPEGHn33XfruwURqYUuqoiIBBSIURbO9waPHDnChAkTmDx5Mv/5n/8Zg65EpDoKxCgK93uDL730EqNHj+app57ST/RE6pE+Q4yiit8b3LFjB0888cRJy2fNmsV3v/tddu/eTZcuXQCIi4uLdZsiEtARYhRVDER3p6ys7KTH11q3bs3u3buB8l+yiEj90BFiFFX83mD79u2rHCF+7brrruO2227j1VdfZejQobFsUUQq0PcQReScov/tRkQkAhSIIiIBBaKISECBKCISUCCKiAQUiCIiAQWiiEhAgSgiElAgiogEFIgiIgEFoohIQIEoIhJQIIqIBBSIIiKBsALRzAaY2XYz22Fm06tZ3tDMXgiW/4+ZfT/inYqIRFmtgWhmccCTwECgMzDGzDpXKvsxcNDdfwA8Dvwm0o2KiERbOEeIPYAd7r7T3UuB54HhlWqGA88Ez5cC15iZRa5NEZHoCycQLwF2VZjeHcyrtsbdy4BDQItINCgiEisxvaeKmU0BpgSTR81sSyz3H2Mtgc/ru4koOpfHdy6PDc798XWs64rhBOIeoE2F6dbBvOpqdpvZecCFwIHKG3L3BcACADPLret9D84GGt/Z61weG3w7xlfXdcM5Zc4B2ptZOzNrAPwQqHw39SxgQvB8NLDK6+vuVSIidVTrEaK7l5nZbcBrQByw0N3fM7M5QK67ZwH/D3jWzHYAX1AemiIiZ5WwPkN092XAskrzZlV4XgJcf5r7XnCa9Wcbje/sdS6PDTS+GtXbfZlFRL5p9NM9EZFA1APxXP/ZXxjj+7mZbTWzd83sDTO7tD76rIvaxlahbpSZuZmdVVcuwxmfmd0QvH/vmdlzse7xTITxZ7OtmWWb2abgz+eg+uizLsxsoZl9VtNX96zcvGDs75pZt7A27O5Re1B+EeZD4DKgAfAO0LlSzS3A/OD5D4EXotlTPYyvL9AkeD71bBlfOGML6poBa4D1QHp99x3h9649sAloHkz/U333HeHxLQCmBs87AwX13fdpjO8qoBuwpYblg4DlgAEZwP+Es91oHyGe6z/7q3V87p7t7kXB5HrKv8d5NgjnvQOYS/lv10ti2VwEhDO+ycCT7n4QwN0/i3GPZyKc8TlwQfD8QmBvDPs7I+6+hvJvtNRkOLDYy60HLjKzf65tu9EOxHP9Z3/hjK+iH1P+r9bZoNaxBachbdz91Vg2FiHhvHcdgA5m9paZrTezATHr7syFM777gfFmtpvyb5HcHpvWYuJ0/24CMf7p3reZmY0H0oGr67uXSDCz7wCPARPruZVoOo/y0+Y+lB/ZrzGzLu7+ZX02FUFjgEXu/qiZ9aT8u8RJ7n6ivhurL9E+Qjydn/1xqp/9fUOFMz7M7FrgPmCYux+NUW9nqraxNQOSgNVmVkD55zRZZ9GFlXDeu91Alrsfc/d84H3KA/JsEM74fgy8CODu64BGlP/O+VwQ1t/NKqL8wed5wE6gHf/7wW5ipZpbOfmiyov1/YFthMfXlfIPt9vXd7+RHlul+tWcXRdVwnnvBgDPBM9bUn4K1qK+e4/g+JYDE4PnCZR/hmj13ftpjPH71HxRZTAnX1TZENY2Y9D0IMr/Zf0QuC+YN4fyoyUo/1fpT8AOYANwWX2/0BEe30rgUyAveGTVd8+RGlul2rMqEMN874zyjwW2ApuBH9Z3zxEeX2fgrSAs84D+9d3zaYxtCbAPOEb5kfyPgZuBmyu8d08GY98c7p9N/VJFRCSgX6qIiAQUiCIiAQWiiEhAgSgiElAgiogEFIgiIgEFoohIQIEoIhL4/8PeexdD2C70AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(figsize=(5, 5))\n",
    "ax.text(.2, .7, \"plain text: alpha > beta\")\n",
    "ax.text(.2, .5, \"Mathtext: $\\\\alpha > \\\\beta$\")\n",
    "ax.text(.2, .3, r\"raw string Mathtext: $\\alpha > \\beta$\")\n",
    "ax.text(.2, .1,\"$\\\\sum_{i=0}^\\\\infty x_i$\" )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$(\\frac{5-\\frac{1}{x}}{4})$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$\\left(\\frac{5-\\frac{1}{x}}{4}\\right)$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$\\theta$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$\\iint$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$\\oint$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$\\sqrt[3]{x}$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$s(t) = Asin(2 \\omega t)$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$s(t) = \\mathcal{A}\\mathrm{sin}(2 \\omega t)$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$s(t) = \\mathcal{A}\\mathrm{sin}(\\mathit{2} \\omega t)$"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
